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|>
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"}
  {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:53.317Z", "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": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"},
  {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$25.99", "quantity": "1"},
  {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"},
  {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.99", "quantity": "1"},
  {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$15.29", "quantity": "1"}],
  "product_details": [{"asin": "B0CMQTKPDJ"},
  {"title": "Airkeep Car Air Freshener - Cedar Wood Handmade Scented Ceramic for Drawers and Closets\uff0cCar Air Freshener Gifts for Men Women Fragrance"},
  {"price": "$7.99"},
  {"bullet_list": "Scent:Cedar Wood.Our reed diffuser emits a strong cedar flavor, mixed with light sandalwood and musk. The fragrance reminds people of the peaceful forest, and the air is filled with the fresh aroma of cedar and the feeling of ancient wisdom. Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more."}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Cedar Wood(Tassel Ceramic)"}],
  "promotion_items": [{"title": "Hanging Car Freshener, 2 x 8ml Long-Lasting Natural Air Diffusers, Vanilla Cream Sc...", "asin": "B0DPFVZ7GK", "price": "$8.99", "quantity": ""},
  {"title": "Crochet Car Air Freshener Empty Refillable Diffuser Bottle with Cute Potted Plants ...", "asin": "B0DJ28XH51", "price": "$14.99", "quantity": ""},
  {"title": "Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit", "asin": "B0C1HJV7BJ", "price": "$12.95", "quantity": ""},
  {"title": "Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Amber Scent Starter Kit", "asin": "B0C1HFX3JN", "price": "$16.95", "quantity": ""},
  {"title": "Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners...", "asin": "B0DP2DN4JH", "price": "$9.99", "quantity": ""},
  {"title": "Car Air Freshener Handmade Scented Ceramic Flower for Drawers and Closets, Gifts fo...", "asin": "B0DPCZMJFM", "price": "$14.99", "quantity": ""},
  {"title": "car air freshener Vent Clip,Car Perfume Diffuser Women Men Automotive Fragrance Dec...", "asin": "B0DBQFN7C2", "price": "$8.23", "quantity": ""},
  {"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99", "quantity": ""},
  {"title": "Vilicci Tobacco Vanilla Car Fragrance \u2013 Premium Auto Perfume & Car Air Freshener | Sophisticated & Timeless Scent | Long-Lasting (Up to 120 Days) | Odor Eliminating | Vegan, Cruelty-Free", "asin": "B08KP31SZQ", "price": "$15.99", "quantity": ""},
  {"title": "Vanilla Bomb Car Air Freshener 4-Pack | Hanging Air Fresheners Provide Sweet Vanilla Scent | Premium Quality | Made In USA", "asin": "B0CP6N97MQ", "price": "$8.99", "quantity": ""},
  {"title": "Car Air Freshener - Pink Fressia Scented Ceramic Car Accessories Automotive Interior Drawers Closets Hanging Decor Gifts for Women Men", "asin": "B0CZL7FD3L", "price": "$7.99", "quantity": ""},
  {"title": "ikeda perfume Car Air Freshener Tassel Diffuser | Nature Scent Hanging Deodorizer With 10ml Essential Oil | Long Lasting Keep Fragrance Charm for Car Interior Bedroom Home (Vanilla, 1pcs)", "asin": "B0C614FBLV", "price": "$9.99", "quantity": ""},
  {"title": "Happy Wax Relax and Refresh Mix Hanging Car Cub Air Fresheners Infused with Natural Essential Oils, 4 Ct. Variety Pack - Contains Calming Lavender, Fresh Cotton, Lemon, and Vanilla Sandalwood", "asin": "B07QRXY635", "price": "$11.95", "quantity": ""}],
  "comparison_items": [{"title": "Airkeep Car Air Freshener - Cedar Wood Handmade Scented Ceramic for Drawers and Closets\uff0cCar Air Freshener Gifts for Men Women Fragrance", "asin": "B0CMQTKPDJ", "price": "$7.99"},
  {"title": "Airkeep Car Air Freshener - Sandalwood Rose Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQY2BHQ", "price": "$8.99"},
  {"title": "Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Open Air Scent Starter Kit", "asin": "B0D462TC4P", "price": "$16.95"},
  {"title": "Cenriot Car Air Freshener(Reverie)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet", "asin": "B0D1C477PB", "price": "$9.99"},
  {"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99"},
  {"title": "Vilicci Car Air Freshener | Luxurious Auto Perfume | Premium Hanging Air Freshener | Long Lasting Fragrance for Auto and Home | 1 Bottle of Car Scent (1 Count (Pack of 1), Montreal Romance)", "asin": "B08RCVT7Q5", "price": "$15.99"}]
  <|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": "2025-04-03T01:06:55.971Z", // 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|>
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"}
  {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:53.317Z", "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": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"},
  {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$25.99", "quantity": "1"},
  {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"},
  {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.99", "quantity": "1"},
  {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$15.29", "quantity": "1"}],
  "product_details": [{"asin": "B0CMQTKPDJ"},
  {"title": "Airkeep Car Air Freshener - Cedar Wood Handmade Scented Ceramic for Drawers and Closets\uff0cCar Air Freshener Gifts for Men Women Fragrance"},
  {"price": "$7.99"},
  {"bullet_list": "Scent:Cedar Wood.Our reed diffuser emits a strong cedar flavor, mixed with light sandalwood and musk. The fragrance reminds people of the peaceful forest, and the air is filled with the fresh aroma of cedar and the feeling of ancient wisdom. Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more."}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Cedar Wood(Tassel Ceramic)"}],
  "promotion_items": [{"title": "Hanging Car Freshener, 2 x 8ml Long-Lasting Natural Air Diffusers, Vanilla Cream Sc...", "asin": "B0DPFVZ7GK", "price": "$8.99", "quantity": ""},
  {"title": "Crochet Car Air Freshener Empty Refillable Diffuser Bottle with Cute Potted Plants ...", "asin": "B0DJ28XH51", "price": "$14.99", "quantity": ""},
  {"title": "Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit", "asin": "B0C1HJV7BJ", "price": "$12.95", "quantity": ""},
  {"title": "Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Amber Scent Starter Kit", "asin": "B0C1HFX3JN", "price": "$16.95", "quantity": ""},
  {"title": "Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners...", "asin": "B0DP2DN4JH", "price": "$9.99", "quantity": ""},
  {"title": "Car Air Freshener Handmade Scented Ceramic Flower for Drawers and Closets, Gifts fo...", "asin": "B0DPCZMJFM", "price": "$14.99", "quantity": ""},
  {"title": "car air freshener Vent Clip,Car Perfume Diffuser Women Men Automotive Fragrance Dec...", "asin": "B0DBQFN7C2", "price": "$8.23", "quantity": ""},
  {"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99", "quantity": ""},
  {"title": "Vilicci Tobacco Vanilla Car Fragrance \u2013 Premium Auto Perfume & Car Air Freshener | Sophisticated & Timeless Scent | Long-Lasting (Up to 120 Days) | Odor Eliminating | Vegan, Cruelty-Free", "asin": "B08KP31SZQ", "price": "$15.99", "quantity": ""},
  {"title": "Vanilla Bomb Car Air Freshener 4-Pack | Hanging Air Fresheners Provide Sweet Vanilla Scent | Premium Quality | Made In USA", "asin": "B0CP6N97MQ", "price": "$8.99", "quantity": ""},
  {"title": "Car Air Freshener - Pink Fressia Scented Ceramic Car Accessories Automotive Interior Drawers Closets Hanging Decor Gifts for Women Men", "asin": "B0CZL7FD3L", "price": "$7.99", "quantity": ""},
  {"title": "ikeda perfume Car Air Freshener Tassel Diffuser | Nature Scent Hanging Deodorizer With 10ml Essential Oil | Long Lasting Keep Fragrance Charm for Car Interior Bedroom Home (Vanilla, 1pcs)", "asin": "B0C614FBLV", "price": "$9.99", "quantity": ""},
  {"title": "Happy Wax Relax and Refresh Mix Hanging Car Cub Air Fresheners Infused with Natural Essential Oils, 4 Ct. Variety Pack - Contains Calming Lavender, Fresh Cotton, Lemon, and Vanilla Sandalwood", "asin": "B07QRXY635", "price": "$11.95", "quantity": ""}],
  "comparison_items": [{"title": "Airkeep Car Air Freshener - Cedar Wood Handmade Scented Ceramic for Drawers and Closets\uff0cCar Air Freshener Gifts for Men Women Fragrance", "asin": "B0CMQTKPDJ", "price": "$7.99"},
  {"title": "Airkeep Car Air Freshener - Sandalwood Rose Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQY2BHQ", "price": "$8.99"},
  {"title": "Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Open Air Scent Starter Kit", "asin": "B0D462TC4P", "price": "$16.95"},
  {"title": "Cenriot Car Air Freshener(Reverie)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet", "asin": "B0D1C477PB", "price": "$9.99"},
  {"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99"},
  {"title": "Vilicci Car Air Freshener | Luxurious Auto Perfume | Premium Hanging Air Freshener | Long Lasting Fragrance for Auto and Home | 1 Bottle of Car Scent (1 Count (Pack of 1), Montreal Romance)", "asin": "B08RCVT7Q5", "price": "$15.99"}]
  <|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": "2025-04-03T01:06:55.971Z", // 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|>
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"}
  {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:53.317Z", "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": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"},
  {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$25.99", "quantity": "1"},
  {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"},
  {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.99", "quantity": "1"},
  {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$15.29", "quantity": "1"}],
  "product_details": [{"asin": "B0CMQTKPDJ"},
  {"title": "Airkeep Car Air Freshener - Cedar Wood Handmade Scented Ceramic for Drawers and Closets\uff0cCar Air Freshener Gifts for Men Women Fragrance"},
  {"price": "$7.99"},
  {"bullet_list": "Scent:Cedar Wood.Our reed diffuser emits a strong cedar flavor, mixed with light sandalwood and musk. The fragrance reminds people of the peaceful forest, and the air is filled with the fresh aroma of cedar and the feeling of ancient wisdom. Long-lasting Fragrance: Airkeep car fragrance hanging ornaments provide a refreshing and long-lasting aroma, ensuring a pleasant driving experience. Premium quality materials: Airkeep fragrant ceramics are made of high-quality aromatic oil and environmentally friendly ceramics, which are very durable and release a pleasant fragrance without any harmful chemicals. It is safe in daily use and ensures a fresh and clean interior environment inside your vehicle. Multipurpose Usage: Besides being used in cars, our hanging air fresheners can also be placed in small spaces such as offices, bathrooms, and even gym lockers. Keep your surroundings pleasantly scented wherever you go. Thoughtful Gifts: Scented ceramics make for thoughtful and personalized gifts. They are suitable for various occasions, such as birthdays, housewarmings, holidays, and more."}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Cedar Wood(Tassel Ceramic)"}],
  "promotion_items": [{"title": "Hanging Car Freshener, 2 x 8ml Long-Lasting Natural Air Diffusers, Vanilla Cream Sc...", "asin": "B0DPFVZ7GK", "price": "$8.99", "quantity": ""},
  {"title": "Crochet Car Air Freshener Empty Refillable Diffuser Bottle with Cute Potted Plants ...", "asin": "B0DJ28XH51", "price": "$14.99", "quantity": ""},
  {"title": "Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit", "asin": "B0C1HJV7BJ", "price": "$12.95", "quantity": ""},
  {"title": "Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Amber Scent Starter Kit", "asin": "B0C1HFX3JN", "price": "$16.95", "quantity": ""},
  {"title": "Daily Unisex Amber Sandalwood Car Air Freshener Hanging,Car Diffuser Air Fresheners...", "asin": "B0DP2DN4JH", "price": "$9.99", "quantity": ""},
  {"title": "Car Air Freshener Handmade Scented Ceramic Flower for Drawers and Closets, Gifts fo...", "asin": "B0DPCZMJFM", "price": "$14.99", "quantity": ""},
  {"title": "car air freshener Vent Clip,Car Perfume Diffuser Women Men Automotive Fragrance Dec...", "asin": "B0DBQFN7C2", "price": "$8.23", "quantity": ""},
  {"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99", "quantity": ""},
  {"title": "Vilicci Tobacco Vanilla Car Fragrance \u2013 Premium Auto Perfume & Car Air Freshener | Sophisticated & Timeless Scent | Long-Lasting (Up to 120 Days) | Odor Eliminating | Vegan, Cruelty-Free", "asin": "B08KP31SZQ", "price": "$15.99", "quantity": ""},
  {"title": "Vanilla Bomb Car Air Freshener 4-Pack | Hanging Air Fresheners Provide Sweet Vanilla Scent | Premium Quality | Made In USA", "asin": "B0CP6N97MQ", "price": "$8.99", "quantity": ""},
  {"title": "Car Air Freshener - Pink Fressia Scented Ceramic Car Accessories Automotive Interior Drawers Closets Hanging Decor Gifts for Women Men", "asin": "B0CZL7FD3L", "price": "$7.99", "quantity": ""},
  {"title": "ikeda perfume Car Air Freshener Tassel Diffuser | Nature Scent Hanging Deodorizer With 10ml Essential Oil | Long Lasting Keep Fragrance Charm for Car Interior Bedroom Home (Vanilla, 1pcs)", "asin": "B0C614FBLV", "price": "$9.99", "quantity": ""},
  {"title": "Happy Wax Relax and Refresh Mix Hanging Car Cub Air Fresheners Infused with Natural Essential Oils, 4 Ct. Variety Pack - Contains Calming Lavender, Fresh Cotton, Lemon, and Vanilla Sandalwood", "asin": "B07QRXY635", "price": "$11.95", "quantity": ""}],
  "comparison_items": [{"title": "Airkeep Car Air Freshener - Cedar Wood Handmade Scented Ceramic for Drawers and Closets\uff0cCar Air Freshener Gifts for Men Women Fragrance", "asin": "B0CMQTKPDJ", "price": "$7.99"},
  {"title": "Airkeep Car Air Freshener - Sandalwood Rose Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQY2BHQ", "price": "$8.99"},
  {"title": "Drift Car Air Freshener - Stone Air Freshener - Car Odor Eliminator - Open Air Scent Starter Kit", "asin": "B0D462TC4P", "price": "$16.95"},
  {"title": "Cenriot Car Air Freshener(Reverie)-Long Lasting Scented Sachet, Luxury Car Fragrance Diffuser, Magnetic Vent Clip and Hanging Ribbon, Clean and Natural with Essential Oil, For Home Drawer and Closet", "asin": "B0D1C477PB", "price": "$9.99"},
  {"title": "COCORR\u00cdNA Car Air Freshener - Cashmere Vanilla Handmade Scented Ceramic for Drawers and Closets, Gifts for Men Women Car Fragrance", "asin": "B0C741HDKR", "price": "$9.99"},
  {"title": "Vilicci Car Air Freshener | Luxurious Auto Perfume | Premium Hanging Air Freshener | Long Lasting Fragrance for Auto and Home | 1 Bottle of Car Scent (1 Count (Pack of 1), Montreal Romance)", "asin": "B08RCVT7Q5", "price": "$15.99"}]
  <|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": "2025-04-03T01:06:55.971Z", // 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>
  