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": "2025-04-20T21:10:20.778Z", "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"}
  {"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"}
  {"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
  {"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
  {"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
  {"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
  <|memory_end|>
  
  <|action_start|>
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
  {"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
  {"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
  {"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
  {"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
  {"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
  {"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
  {"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
  {"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
  "promotion_items": [{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
  {"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "", "price": "$14.50", "quantity": ""},
  {"title": "14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354", "asin": "", "price": "$7.79", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "", "quantity": ""},
  {"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "", "quantity": ""},
  {"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "", "quantity": ""},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "", "quantity": ""},
  {"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "", "price": "", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "", "quantity": ""},
  {"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
  {"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
  {"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
  {"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "$14.99", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
  {"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
  {"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
  {"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
  {"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
  {"title": "Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$71.91", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
  {"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
  {"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
  {"title": "Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories", "asin": "", "price": "$32.99", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your 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": "2025-04-21T19:33:01.756Z", // 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": "2025-04-20T21:10:20.778Z", "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"}
  {"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"}
  {"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
  {"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
  {"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
  {"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
  <|memory_end|>
  
  <|action_start|>
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
  {"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
  {"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
  {"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
  {"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
  {"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
  {"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
  {"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
  {"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
  "promotion_items": [{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
  {"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "", "price": "$14.50", "quantity": ""},
  {"title": "14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354", "asin": "", "price": "$7.79", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "", "quantity": ""},
  {"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "", "quantity": ""},
  {"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "", "quantity": ""},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "", "quantity": ""},
  {"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "", "price": "", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "", "quantity": ""},
  {"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
  {"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
  {"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
  {"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "$14.99", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
  {"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
  {"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
  {"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
  {"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
  {"title": "Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$71.91", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
  {"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
  {"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
  {"title": "Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories", "asin": "", "price": "$32.99", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your 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": "2025-04-21T19:33:01.756Z", // 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": "2025-04-20T21:10:20.778Z", "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"}
  {"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"}
  {"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
  {"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
  {"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
  {"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
  <|memory_end|>
  
  <|action_start|>
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
  {"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
  {"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
  {"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
  {"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
  {"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
  {"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
  {"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
  {"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
  "promotion_items": [{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
  {"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "", "price": "$14.50", "quantity": ""},
  {"title": "14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354", "asin": "", "price": "$7.79", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "", "quantity": ""},
  {"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "", "quantity": ""},
  {"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "", "quantity": ""},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "", "quantity": ""},
  {"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "", "price": "", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "", "quantity": ""},
  {"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
  {"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
  {"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
  {"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "$14.99", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
  {"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
  {"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
  {"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
  {"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
  {"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
  {"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
  {"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
  {"title": "Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$71.91", "quantity": ""},
  {"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
  {"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
  {"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
  {"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
  {"title": "Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories", "asin": "", "price": "$32.99", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your 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": "2025-04-21T19:33:01.756Z", // 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>
  