prompt.content: <|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 UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
  <|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": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "price": "$13.98", "quantity": "1"},
  {"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "price": "$13.99", "quantity": "1"},
  {"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "price": "$13.79", "quantity": "1"},
  {"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "price": "$9.99", "quantity": "1"},
  {"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "price": "$999.00", "quantity": "1"},
  {"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$696.95", "quantity": "1"},
  {"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$699.00", "quantity": "1"},
  {"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "price": "$3.99", "quantity": "1"},
  {"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "price": "$8.09", "quantity": "1"},
  {"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "price": "$12.89", "quantity": "1"},
  {"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "price": "$16.99", "quantity": "1"},
  {"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "price": "$16.89", "quantity": "1"},
  {"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "price": "$13.25", "quantity": "1"},
  {"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "price": "$4.99", "quantity": "1"}],
  "promotion_items": [{"title": "Lip Smacker Marvel, keychain, lip balm for kids - Spiderman", "asin": "", "price": "$5.31", "quantity": ""},
  {"title": "NATIONAL GEOGRAPHIC Mega Gemstone Dig Kit \u2013 Dig Up 15 Real Gemstones and Crystals, Science Kit for Kids, Gem Digging Kit, Gift for Girls and Boys, Mining Kit, Rock Collection", "asin": "", "price": "$20.99", "quantity": ""},
  {"title": "40 Taylor Swift Songs: Really Easy Piano Series with Lyrics & Performance Tips (Really Easy Piano; Hal Leonard) - Taylor Swift Piano Book with Lyrics - Taylor Swift Lyric Book with Easy-to-Play Songs", "asin": "", "price": "$16.30", "quantity": ""},
  {"title": "Dove Whole Body Deodorant Aluminum Free pH Balancing Cream Raspberry & Rose for 72h Odor Control 2.5 Oz", "asin": "", "price": "$9.98", "quantity": ""},
  {"title": "Amazon Essentials Women's Sterling Silver Genuine Peridot Frog Pendant Necklace, 18\"", "asin": "", "price": "$16.73", "quantity": ""},
  {"title": "Mini Brands Retro 2 Pack Capsule with 60+ Mystery Mini's to Collect, Real Licenses, Rare Collectibles, Blind Pack, Ages 3+", "asin": "", "price": "", "quantity": ""},
  {"title": "NATIONAL GEOGRAPHIC Mega Magic Set - More Than 75 Magic Tricks for Kids to Perform with Step-by-Step Video Instructions for Each Trick Provided by a Professional Magician (Amazon Exclusive)", "asin": "", "price": "", "quantity": ""},
  {"title": "UBeesize 67\u201d Camera Tripod with Travel Bag, Cell Phone Tripod with Bluetooth Remote and Phone Holder, Compatible with All Cameras, Cell Phones, Projector, Webcam, Spotting Scopes", "asin": "", "price": "", "quantity": ""},
  {"title": "Disney Lilo & Stitch Emotions Of Stitch Box Up Panels T-Shirt", "asin": "", "price": "", "quantity": ""},
  {"title": "LLSOARSS Plantar Fasciitis Feet Sandal with Arch Support - Best Orthotic flip Flops for Flat Feet\uff0cHeel Pain- for Women", "asin": "B07KRGXF4T", "price": "$28.59", "quantity": ""},
  {"title": "KuaiLu Mens Flip Flops Arch Support Comfortable Summer Beach Thong Sandals Yoga Foam Cushion Slip on Slippers", "asin": "B07P3GZ87Z", "price": "$19.98", "quantity": ""},
  {"title": "OOFOS OOriginal Recovery Sandal - Women\u2019s and Men\u2019s", "asin": "B007VDJSTI", "price": "$59.95", "quantity": ""},
  {"title": "AEROTHOTIC Slip On Recovery Footwear Plantar Fasciitis Flip Flops for Women Yoga Mat Outdoor Walking Beach Ladies Arch Support Summer Thong Dressy Casual Sandals Comfortable Vacation Essentials", "asin": "B07B2WNMY1", "price": "$37.99", "quantity": ""},
  {"title": "AEROTHOTIC Arch Support Flip Flops for women Stylish Cushioned Padded Straps with Soft Toe Post Slip on Footwear Dressy Travel Recovery Outdoor Comfortable Walking Women Sandals", "asin": "B087M94P49", "price": "$39.99", "quantity": ""},
  {"title": "OLUKAI Ho'opio Women's Beach Sandals, Quick-Dry Flip-Flop Slides, Water Resistant & Modern Low Profile Design, All-Day Comfort Fit & Wet Grip Soles", "asin": "B01HH8LRKO", "price": "$80.00", "quantity": ""},
  {"title": "DREAM PAIRS Women's Sandals, Comfortable Arch Support Flip Flops for Summer", "asin": "B0DRVGNFRT", "price": "$24.69", "quantity": ""},
  {"title": "jiajiale Womens Fashion Orthotic Flip Flops Ladies Slip On Lightweight Comfortable Thick Cushion Yoga Mat Thong Sandals With Plantar Fasciitis Arch Support", "asin": "B095RHCYRK", "price": "$25.99", "quantity": ""},
  {"title": "KuaiLu Womens Flip Flops Ladies Yoga Mat Comfortable Walking Thong Sandals With Plantar Fasciitis Arch Support Slip On Indoor Outdoor For Summer", "asin": "B08XX54P9N", "price": "$26.99", "quantity": ""},
  {"title": "monochef Shoe Charms for Girls Teens: 30 Pack Random Different Cute Shoe Decoration Charms, Shoe Charm, Charms for Shoes Bracelet Wristband Party Favors Gifts Boys Kids Adults", "asin": "", "price": "$6.99", "quantity": ""},
  {"title": "Casazoe Toddler Kids Boys Girls Cute Garden Water Clogs Sandals Slip On Shoes Slipper Slides Lightweight Outdoor Summer Infant Children Beach Pool Shoes (Baby/Toddler Kids)", "asin": "", "price": "$15.99", "quantity": ""},
  {"title": "Crocs Unisex-Child Via Clog, Slip-on Shoes for Kids and Toddlers", "asin": "", "price": "$23.97", "quantity": ""},
  {"title": "Crocs Unisex-Child Classic Neon Highlighter Clog", "asin": "", "price": "$20.00", "quantity": ""},
  {"title": "WOUEOI Kid's Girls Boys Clogs Garden Shoes Cartoon Slides Sandals Beach Slipper Children", "asin": "", "price": "$28.99", "quantity": ""},
  {"title": "Crocs Kids Classic Clog (Little Kid/Big Kid) - Clogs for Kids - Synthetic Lining - Circulation Nubs Blue Bolt 12 Little Kid M", "asin": "", "price": "$29.99", "quantity": ""},
  {"title": "Crocs Unisex-Child Duet Max Ii Clog", "asin": "", "price": "$29.26", "quantity": ""},
  {"title": "Crocs Unisex-Child Kids' Cutie Crush Clog", "asin": "", "price": "$19.95", "quantity": ""},
  {"title": "Disney Mickey Minnie Mouse\u2122 Clogs (Toddler/little kid/big kid)", "asin": "", "price": "$37.90", "quantity": ""},
  {"title": "Toddler Kids Classic Clogs Boys Girls Slip on Sandals Water Shoes Light and Durable", "asin": "", "price": "$21.99", "quantity": ""},
  {"title": "Cubufly Kids Boys Girls Clog Garden Shoes Slip On Slide Sandals Beach Water Shoes for Toddler/Little Kid/Big Kid/Children", "asin": "", "price": "$20.79", "quantity": ""},
  {"title": "Kids Boys&Girls Black Camouflage Clogs Children's Beach Shoes Classic Marbled Tie Dye Clog Little Kid", "asin": "", "price": "$25.99", "quantity": ""},
  {"title": "Crocs unisex-child Classic Geometric Clog", "asin": "", "price": "$25.00", "quantity": ""},
  {"title": "Crocs Unisex-Child Classic Fisherman Sandals (Little Big Kid)", "asin": "", "price": "$29.95", "quantity": ""},
  {"title": "KuaiLu Womens Arch Support Flip Flops Ladies Comfort Lightweight Soft Yoga Mat Cushion Walking Thong Sandals", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "CHICGAL Summer Dresses for Women Beach Cover Ups Strapless Boho Floral Print Sundress", "asin": "", "price": "$19.58", "quantity": ""},
  {"title": "ATHMILE Women's Tank Tops Sleeveless Summer Top Spaghetti Strap Spring Shirt Loose Fit Beach Vacation 2025 Casual", "asin": "", "price": "$9.99", "quantity": ""},
  {"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "", "price": "$13.99", "quantity": ""},
  {"title": "KuaiLu Men's Yoga Mat Leather Flip Flops with Arch Support Comfortable Cushion Walking Thong Sandals Slip On Indoor Outdoor", "asin": "", "price": "$9.99", "quantity": ""},
  {"title": "Ampeo Women's Arch Support Flip Flops Comfortable Casual Summer Beach Thong Sandals", "asin": "", "price": "$13.15", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-15T20:21:12.522Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
prompt.role: user
question: <|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 UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
  <|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": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "price": "$13.98", "quantity": "1"},
  {"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "price": "$13.99", "quantity": "1"},
  {"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "price": "$13.79", "quantity": "1"},
  {"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "price": "$9.99", "quantity": "1"},
  {"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "price": "$999.00", "quantity": "1"},
  {"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$696.95", "quantity": "1"},
  {"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$699.00", "quantity": "1"},
  {"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "price": "$3.99", "quantity": "1"},
  {"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "price": "$8.09", "quantity": "1"},
  {"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "price": "$12.89", "quantity": "1"},
  {"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "price": "$16.99", "quantity": "1"},
  {"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "price": "$16.89", "quantity": "1"},
  {"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "price": "$13.25", "quantity": "1"},
  {"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "price": "$4.99", "quantity": "1"}],
  "promotion_items": [{"title": "Lip Smacker Marvel, keychain, lip balm for kids - Spiderman", "asin": "", "price": "$5.31", "quantity": ""},
  {"title": "NATIONAL GEOGRAPHIC Mega Gemstone Dig Kit \u2013 Dig Up 15 Real Gemstones and Crystals, Science Kit for Kids, Gem Digging Kit, Gift for Girls and Boys, Mining Kit, Rock Collection", "asin": "", "price": "$20.99", "quantity": ""},
  {"title": "40 Taylor Swift Songs: Really Easy Piano Series with Lyrics & Performance Tips (Really Easy Piano; Hal Leonard) - Taylor Swift Piano Book with Lyrics - Taylor Swift Lyric Book with Easy-to-Play Songs", "asin": "", "price": "$16.30", "quantity": ""},
  {"title": "Dove Whole Body Deodorant Aluminum Free pH Balancing Cream Raspberry & Rose for 72h Odor Control 2.5 Oz", "asin": "", "price": "$9.98", "quantity": ""},
  {"title": "Amazon Essentials Women's Sterling Silver Genuine Peridot Frog Pendant Necklace, 18\"", "asin": "", "price": "$16.73", "quantity": ""},
  {"title": "Mini Brands Retro 2 Pack Capsule with 60+ Mystery Mini's to Collect, Real Licenses, Rare Collectibles, Blind Pack, Ages 3+", "asin": "", "price": "", "quantity": ""},
  {"title": "NATIONAL GEOGRAPHIC Mega Magic Set - More Than 75 Magic Tricks for Kids to Perform with Step-by-Step Video Instructions for Each Trick Provided by a Professional Magician (Amazon Exclusive)", "asin": "", "price": "", "quantity": ""},
  {"title": "UBeesize 67\u201d Camera Tripod with Travel Bag, Cell Phone Tripod with Bluetooth Remote and Phone Holder, Compatible with All Cameras, Cell Phones, Projector, Webcam, Spotting Scopes", "asin": "", "price": "", "quantity": ""},
  {"title": "Disney Lilo & Stitch Emotions Of Stitch Box Up Panels T-Shirt", "asin": "", "price": "", "quantity": ""},
  {"title": "LLSOARSS Plantar Fasciitis Feet Sandal with Arch Support - Best Orthotic flip Flops for Flat Feet\uff0cHeel Pain- for Women", "asin": "B07KRGXF4T", "price": "$28.59", "quantity": ""},
  {"title": "KuaiLu Mens Flip Flops Arch Support Comfortable Summer Beach Thong Sandals Yoga Foam Cushion Slip on Slippers", "asin": "B07P3GZ87Z", "price": "$19.98", "quantity": ""},
  {"title": "OOFOS OOriginal Recovery Sandal - Women\u2019s and Men\u2019s", "asin": "B007VDJSTI", "price": "$59.95", "quantity": ""},
  {"title": "AEROTHOTIC Slip On Recovery Footwear Plantar Fasciitis Flip Flops for Women Yoga Mat Outdoor Walking Beach Ladies Arch Support Summer Thong Dressy Casual Sandals Comfortable Vacation Essentials", "asin": "B07B2WNMY1", "price": "$37.99", "quantity": ""},
  {"title": "AEROTHOTIC Arch Support Flip Flops for women Stylish Cushioned Padded Straps with Soft Toe Post Slip on Footwear Dressy Travel Recovery Outdoor Comfortable Walking Women Sandals", "asin": "B087M94P49", "price": "$39.99", "quantity": ""},
  {"title": "OLUKAI Ho'opio Women's Beach Sandals, Quick-Dry Flip-Flop Slides, Water Resistant & Modern Low Profile Design, All-Day Comfort Fit & Wet Grip Soles", "asin": "B01HH8LRKO", "price": "$80.00", "quantity": ""},
  {"title": "DREAM PAIRS Women's Sandals, Comfortable Arch Support Flip Flops for Summer", "asin": "B0DRVGNFRT", "price": "$24.69", "quantity": ""},
  {"title": "jiajiale Womens Fashion Orthotic Flip Flops Ladies Slip On Lightweight Comfortable Thick Cushion Yoga Mat Thong Sandals With Plantar Fasciitis Arch Support", "asin": "B095RHCYRK", "price": "$25.99", "quantity": ""},
  {"title": "KuaiLu Womens Flip Flops Ladies Yoga Mat Comfortable Walking Thong Sandals With Plantar Fasciitis Arch Support Slip On Indoor Outdoor For Summer", "asin": "B08XX54P9N", "price": "$26.99", "quantity": ""},
  {"title": "monochef Shoe Charms for Girls Teens: 30 Pack Random Different Cute Shoe Decoration Charms, Shoe Charm, Charms for Shoes Bracelet Wristband Party Favors Gifts Boys Kids Adults", "asin": "", "price": "$6.99", "quantity": ""},
  {"title": "Casazoe Toddler Kids Boys Girls Cute Garden Water Clogs Sandals Slip On Shoes Slipper Slides Lightweight Outdoor Summer Infant Children Beach Pool Shoes (Baby/Toddler Kids)", "asin": "", "price": "$15.99", "quantity": ""},
  {"title": "Crocs Unisex-Child Via Clog, Slip-on Shoes for Kids and Toddlers", "asin": "", "price": "$23.97", "quantity": ""},
  {"title": "Crocs Unisex-Child Classic Neon Highlighter Clog", "asin": "", "price": "$20.00", "quantity": ""},
  {"title": "WOUEOI Kid's Girls Boys Clogs Garden Shoes Cartoon Slides Sandals Beach Slipper Children", "asin": "", "price": "$28.99", "quantity": ""},
  {"title": "Crocs Kids Classic Clog (Little Kid/Big Kid) - Clogs for Kids - Synthetic Lining - Circulation Nubs Blue Bolt 12 Little Kid M", "asin": "", "price": "$29.99", "quantity": ""},
  {"title": "Crocs Unisex-Child Duet Max Ii Clog", "asin": "", "price": "$29.26", "quantity": ""},
  {"title": "Crocs Unisex-Child Kids' Cutie Crush Clog", "asin": "", "price": "$19.95", "quantity": ""},
  {"title": "Disney Mickey Minnie Mouse\u2122 Clogs (Toddler/little kid/big kid)", "asin": "", "price": "$37.90", "quantity": ""},
  {"title": "Toddler Kids Classic Clogs Boys Girls Slip on Sandals Water Shoes Light and Durable", "asin": "", "price": "$21.99", "quantity": ""},
  {"title": "Cubufly Kids Boys Girls Clog Garden Shoes Slip On Slide Sandals Beach Water Shoes for Toddler/Little Kid/Big Kid/Children", "asin": "", "price": "$20.79", "quantity": ""},
  {"title": "Kids Boys&Girls Black Camouflage Clogs Children's Beach Shoes Classic Marbled Tie Dye Clog Little Kid", "asin": "", "price": "$25.99", "quantity": ""},
  {"title": "Crocs unisex-child Classic Geometric Clog", "asin": "", "price": "$25.00", "quantity": ""},
  {"title": "Crocs Unisex-Child Classic Fisherman Sandals (Little Big Kid)", "asin": "", "price": "$29.95", "quantity": ""},
  {"title": "KuaiLu Womens Arch Support Flip Flops Ladies Comfort Lightweight Soft Yoga Mat Cushion Walking Thong Sandals", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "CHICGAL Summer Dresses for Women Beach Cover Ups Strapless Boho Floral Print Sundress", "asin": "", "price": "$19.58", "quantity": ""},
  {"title": "ATHMILE Women's Tank Tops Sleeveless Summer Top Spaghetti Strap Spring Shirt Loose Fit Beach Vacation 2025 Casual", "asin": "", "price": "$9.99", "quantity": ""},
  {"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "", "price": "$13.99", "quantity": ""},
  {"title": "KuaiLu Men's Yoga Mat Leather Flip Flops with Arch Support Comfortable Cushion Walking Thong Sandals Slip On Indoor Outdoor", "asin": "", "price": "$9.99", "quantity": ""},
  {"title": "Ampeo Women's Arch Support Flip Flops Comfortable Casual Summer Beach Thong Sandals", "asin": "", "price": "$13.15", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-15T20:21:12.522Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
extra_info.question: <|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 UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
  <|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": "KuaiLu Flip Flops Women Arch Support Yoga Mat Comfortable Summer Beach Walking Thong Cushion Sandals Slip on Outfits Travel Essentials Orthotic Slides Indoor Outdoor Slippers Shoes White Khaki Size 8", "asin": "B0C5ZRQS2X", "price": "$13.98", "quantity": "1"},
  {"title": "Ukodnus Not Throwing Away My Shot Tri-Layer Necklace for Teen Girls Hamilton Gifts Broadway Musical Inspired Jewelry (Necklace)", "asin": "B08225GLJZ", "price": "$13.99", "quantity": "1"},
  {"title": "WUSUANED Musical Star Makeup Mirror Musical Lover Gift Theatre Inspired Mirror Drama Lover Gift", "asin": "B0D798LVC9", "price": "$13.79", "quantity": "1"},
  {"title": "Melix Home Wicked the Musical Necklace Because I Knew You,I Have Been Changed for Good Gifts for Sister Friendship Gifts BFF Gifts Necklace Set of 2 (necklace)", "asin": "B07Y27R1X7", "price": "$9.99", "quantity": "1"},
  {"title": "Canon EOS R10 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, Hybrid Camera, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Vlogging Camera for Content Creators, Black", "asin": "B0B2KV35NX", "price": "$999.00", "quantity": "1"},
  {"title": "Nikon Z 30 with Wide-Angle Zoom Lens | Our most compact, lightweight mirrorless stills/video camera with 16-50mm zoom lens | Nikon USA Model", "asin": "B0B527QM4X", "price": "$696.95", "quantity": "1"},
  {"title": "Canon EOS R50 Mirrorless Camera RF-S18-45mm F4.5-6.3 is STM Lens Kit, 24.2 Megapixel CMOS (APS-C) Sensor, 4K Video, Hybrid Camera, Photo and Video, Vlogging, Content Creator, RF Mount, Black", "asin": "B0BTTV6CT1", "price": "$699.00", "quantity": "1"},
  {"title": "Voniko AG13 LR44 Batteries 20 Pack\u2014[Ultra Power] Premium Alkaline 1.5 Volt LR44 Button Cell Battery for Toys & Electronic Devices", "asin": "B09M877XZS", "price": "$3.99", "quantity": "1"},
  {"title": "Softsoap Moisturizing Body Wash, Hawaiian Luau, Jasmine and Vanilla Scent, 32 oz Pump Bottle", "asin": "B0CMV64X7S", "price": "$8.09", "quantity": "1"},
  {"title": "WCGXKO Duck Lover Gift Duck Theme Inspirational Gift Don\u2019t Forget How Ducking Amazing You Are Makeup Bag (Ducking Amazing)", "asin": "B09CYT61P9", "price": "$12.89", "quantity": "1"},
  {"title": "BECHUSKY It's Miss Ms Mrs Dr Actually Mug, Doctor Gifts, PhD Graduation, Doctorate Degree, Medical Students Coworker Friend, Men Women Birthday Christmas 11OZ", "asin": "B0B1V1751N", "price": "$16.99", "quantity": "1"},
  {"title": "MNIGIU Biology Tote Bag Biology Student Gift Biology Lovers Gift Biology Teacher Bag Biologist Graduation Gift (Black)", "asin": "B0C9Z83ZMS", "price": "$16.89", "quantity": "1"},
  {"title": "iDesign Mask, Small, Black", "asin": "B00H7XXAWS", "price": "$13.25", "quantity": "1"},
  {"title": "Shower Cap, 3 Pcs Waterproof Reusable Shower Caps Bath Hair Hat for Women Men Kids", "asin": "B089B19NSD", "price": "$4.99", "quantity": "1"}],
  "promotion_items": [{"title": "Lip Smacker Marvel, keychain, lip balm for kids - Spiderman", "asin": "", "price": "$5.31", "quantity": ""},
  {"title": "NATIONAL GEOGRAPHIC Mega Gemstone Dig Kit \u2013 Dig Up 15 Real Gemstones and Crystals, Science Kit for Kids, Gem Digging Kit, Gift for Girls and Boys, Mining Kit, Rock Collection", "asin": "", "price": "$20.99", "quantity": ""},
  {"title": "40 Taylor Swift Songs: Really Easy Piano Series with Lyrics & Performance Tips (Really Easy Piano; Hal Leonard) - Taylor Swift Piano Book with Lyrics - Taylor Swift Lyric Book with Easy-to-Play Songs", "asin": "", "price": "$16.30", "quantity": ""},
  {"title": "Dove Whole Body Deodorant Aluminum Free pH Balancing Cream Raspberry & Rose for 72h Odor Control 2.5 Oz", "asin": "", "price": "$9.98", "quantity": ""},
  {"title": "Amazon Essentials Women's Sterling Silver Genuine Peridot Frog Pendant Necklace, 18\"", "asin": "", "price": "$16.73", "quantity": ""},
  {"title": "Mini Brands Retro 2 Pack Capsule with 60+ Mystery Mini's to Collect, Real Licenses, Rare Collectibles, Blind Pack, Ages 3+", "asin": "", "price": "", "quantity": ""},
  {"title": "NATIONAL GEOGRAPHIC Mega Magic Set - More Than 75 Magic Tricks for Kids to Perform with Step-by-Step Video Instructions for Each Trick Provided by a Professional Magician (Amazon Exclusive)", "asin": "", "price": "", "quantity": ""},
  {"title": "UBeesize 67\u201d Camera Tripod with Travel Bag, Cell Phone Tripod with Bluetooth Remote and Phone Holder, Compatible with All Cameras, Cell Phones, Projector, Webcam, Spotting Scopes", "asin": "", "price": "", "quantity": ""},
  {"title": "Disney Lilo & Stitch Emotions Of Stitch Box Up Panels T-Shirt", "asin": "", "price": "", "quantity": ""},
  {"title": "LLSOARSS Plantar Fasciitis Feet Sandal with Arch Support - Best Orthotic flip Flops for Flat Feet\uff0cHeel Pain- for Women", "asin": "B07KRGXF4T", "price": "$28.59", "quantity": ""},
  {"title": "KuaiLu Mens Flip Flops Arch Support Comfortable Summer Beach Thong Sandals Yoga Foam Cushion Slip on Slippers", "asin": "B07P3GZ87Z", "price": "$19.98", "quantity": ""},
  {"title": "OOFOS OOriginal Recovery Sandal - Women\u2019s and Men\u2019s", "asin": "B007VDJSTI", "price": "$59.95", "quantity": ""},
  {"title": "AEROTHOTIC Slip On Recovery Footwear Plantar Fasciitis Flip Flops for Women Yoga Mat Outdoor Walking Beach Ladies Arch Support Summer Thong Dressy Casual Sandals Comfortable Vacation Essentials", "asin": "B07B2WNMY1", "price": "$37.99", "quantity": ""},
  {"title": "AEROTHOTIC Arch Support Flip Flops for women Stylish Cushioned Padded Straps with Soft Toe Post Slip on Footwear Dressy Travel Recovery Outdoor Comfortable Walking Women Sandals", "asin": "B087M94P49", "price": "$39.99", "quantity": ""},
  {"title": "OLUKAI Ho'opio Women's Beach Sandals, Quick-Dry Flip-Flop Slides, Water Resistant & Modern Low Profile Design, All-Day Comfort Fit & Wet Grip Soles", "asin": "B01HH8LRKO", "price": "$80.00", "quantity": ""},
  {"title": "DREAM PAIRS Women's Sandals, Comfortable Arch Support Flip Flops for Summer", "asin": "B0DRVGNFRT", "price": "$24.69", "quantity": ""},
  {"title": "jiajiale Womens Fashion Orthotic Flip Flops Ladies Slip On Lightweight Comfortable Thick Cushion Yoga Mat Thong Sandals With Plantar Fasciitis Arch Support", "asin": "B095RHCYRK", "price": "$25.99", "quantity": ""},
  {"title": "KuaiLu Womens Flip Flops Ladies Yoga Mat Comfortable Walking Thong Sandals With Plantar Fasciitis Arch Support Slip On Indoor Outdoor For Summer", "asin": "B08XX54P9N", "price": "$26.99", "quantity": ""},
  {"title": "monochef Shoe Charms for Girls Teens: 30 Pack Random Different Cute Shoe Decoration Charms, Shoe Charm, Charms for Shoes Bracelet Wristband Party Favors Gifts Boys Kids Adults", "asin": "", "price": "$6.99", "quantity": ""},
  {"title": "Casazoe Toddler Kids Boys Girls Cute Garden Water Clogs Sandals Slip On Shoes Slipper Slides Lightweight Outdoor Summer Infant Children Beach Pool Shoes (Baby/Toddler Kids)", "asin": "", "price": "$15.99", "quantity": ""},
  {"title": "Crocs Unisex-Child Via Clog, Slip-on Shoes for Kids and Toddlers", "asin": "", "price": "$23.97", "quantity": ""},
  {"title": "Crocs Unisex-Child Classic Neon Highlighter Clog", "asin": "", "price": "$20.00", "quantity": ""},
  {"title": "WOUEOI Kid's Girls Boys Clogs Garden Shoes Cartoon Slides Sandals Beach Slipper Children", "asin": "", "price": "$28.99", "quantity": ""},
  {"title": "Crocs Kids Classic Clog (Little Kid/Big Kid) - Clogs for Kids - Synthetic Lining - Circulation Nubs Blue Bolt 12 Little Kid M", "asin": "", "price": "$29.99", "quantity": ""},
  {"title": "Crocs Unisex-Child Duet Max Ii Clog", "asin": "", "price": "$29.26", "quantity": ""},
  {"title": "Crocs Unisex-Child Kids' Cutie Crush Clog", "asin": "", "price": "$19.95", "quantity": ""},
  {"title": "Disney Mickey Minnie Mouse\u2122 Clogs (Toddler/little kid/big kid)", "asin": "", "price": "$37.90", "quantity": ""},
  {"title": "Toddler Kids Classic Clogs Boys Girls Slip on Sandals Water Shoes Light and Durable", "asin": "", "price": "$21.99", "quantity": ""},
  {"title": "Cubufly Kids Boys Girls Clog Garden Shoes Slip On Slide Sandals Beach Water Shoes for Toddler/Little Kid/Big Kid/Children", "asin": "", "price": "$20.79", "quantity": ""},
  {"title": "Kids Boys&Girls Black Camouflage Clogs Children's Beach Shoes Classic Marbled Tie Dye Clog Little Kid", "asin": "", "price": "$25.99", "quantity": ""},
  {"title": "Crocs unisex-child Classic Geometric Clog", "asin": "", "price": "$25.00", "quantity": ""},
  {"title": "Crocs Unisex-Child Classic Fisherman Sandals (Little Big Kid)", "asin": "", "price": "$29.95", "quantity": ""},
  {"title": "KuaiLu Womens Arch Support Flip Flops Ladies Comfort Lightweight Soft Yoga Mat Cushion Walking Thong Sandals", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "CHICGAL Summer Dresses for Women Beach Cover Ups Strapless Boho Floral Print Sundress", "asin": "", "price": "$19.58", "quantity": ""},
  {"title": "ATHMILE Women's Tank Tops Sleeveless Summer Top Spaghetti Strap Spring Shirt Loose Fit Beach Vacation 2025 Casual", "asin": "", "price": "$9.99", "quantity": ""},
  {"title": "KuaiLu Womens Arch Support Flip Flops Comfortable Yoga Mat Slip on Summer Beach Walking Thong Cushion Sandals", "asin": "", "price": "$13.99", "quantity": ""},
  {"title": "KuaiLu Men's Yoga Mat Leather Flip Flops with Arch Support Comfortable Cushion Walking Thong Sandals Slip On Indoor Outdoor", "asin": "", "price": "$9.99", "quantity": ""},
  {"title": "Ampeo Women's Arch Support Flip Flops Comfortable Casual Summer Beach Thong Sandals", "asin": "", "price": "$13.15", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-15T20:21:12.522Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  