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": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
  {"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
  {"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 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": "2025-04-21T19:31:00.611Z", // 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": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
  {"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
  {"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 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": "2025-04-21T19:31:00.611Z", // 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": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
  {"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": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
  {"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
  {"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 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": "2025-04-21T19:31:00.611Z", // 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>
  