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": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
  {"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
  {"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
  {"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
  {"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
  {"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
  {"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
  {"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
  {"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
  {"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
  {"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
  {"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
  {"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
  <|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": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
  {"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
  {"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
  {"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
  "product_details": [{"asin": "B0DLVTBK7D"},
  {"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"},
  {"price": "$20.27"},
  {"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"}],
  "product_quantity": [{"quantity": "1"}],
  "promotion_items": [{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
  {"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
  {"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
  {"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
  {"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
  {"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
  {"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
  {"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
  {"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
  {"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
  {"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
  {"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
  {"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
  {"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
  {"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
  {"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
  {"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
  {"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
  {"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
  {"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
  {"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "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": "2025-05-07T09:36:46.650Z", // 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": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
  {"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
  {"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
  {"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
  {"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
  {"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
  {"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
  {"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
  {"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
  {"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
  {"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
  {"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
  {"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
  <|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": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
  {"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
  {"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
  {"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
  "product_details": [{"asin": "B0DLVTBK7D"},
  {"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"},
  {"price": "$20.27"},
  {"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"}],
  "product_quantity": [{"quantity": "1"}],
  "promotion_items": [{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
  {"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
  {"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
  {"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
  {"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
  {"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
  {"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
  {"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
  {"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
  {"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
  {"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
  {"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
  {"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
  {"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
  {"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
  {"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
  {"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
  {"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
  {"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
  {"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
  {"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "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": "2025-05-07T09:36:46.650Z", // 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": "2025-05-02T21:55:48.324Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T21:55:53.402Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
  {"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
  {"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
  {"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
  {"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
  {"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
  {"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
  {"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
  {"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
  {"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
  {"timestamp": "2025-05-07T09:31:53.789Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
  {"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
  {"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
  <|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": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
  {"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
  {"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
  {"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}],
  "product_details": [{"asin": "B0DLVTBK7D"},
  {"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"},
  {"price": "$20.27"},
  {"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"}],
  "product_quantity": [{"quantity": "1"}],
  "promotion_items": [{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
  {"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
  {"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
  {"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
  {"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
  {"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
  {"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
  {"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
  {"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
  {"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
  {"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
  {"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
  {"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
  {"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
  {"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
  {"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
  {"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
  {"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
  {"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
  {"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
  {"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "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": "2025-05-07T09:36:46.650Z", // 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>
  