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": "2025-04-12T20:51:52.658Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:51:52.953Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T20:52:03.656Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:52:03.733Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:38.977Z", "action": "input", "action_argument": "car windsh"}
  {"timestamp": "2025-04-15T20:34:39.062Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:47.309Z", "action": "input", "action_argument": "car windshield inner cleaner tool"}
  {"timestamp": "2025-04-15T20:34:47.593Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-15T20:34:58.535Z", "action": "click_product", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-15T20:35:30.755Z", "action": "purchase", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-26T03:30:22.914Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:40.451Z", "action": "input", "action_argument": "zipper bags for clothes"}
  {"timestamp": "2025-04-26T03:30:40.527Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:51.225Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-26T03:30:54.035Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:07.451Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:14.359Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:14.705Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:31:32.047Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:37.777Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:43:48.476Z", "action": "purchase", "action_argument": "B0CQ2FVH66"}
  {"timestamp": "2025-04-26T03:44:45.017Z", "action": "input", "action_argument": "shipping box 16*16*12"}
  {"timestamp": "2025-04-26T03:44:45.454Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:09.666Z", "action": "input", "action_argument": "shipping box 16 16 12"}
  {"timestamp": "2025-04-26T03:46:09.893Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:17.453Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:18.291Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:25.255Z", "action": "click_product", "action_argument": "B01D272I5M"}
  {"timestamp": "2025-04-26T03:46:58.919Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:47:06.677Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:50:38.053Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:50:53.410Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:08.955Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T03:52:13.303Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:18.671Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:23.686Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:09.895Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:16.371Z", "action": "input", "action_argument": "16x14x10 box"}
  {"timestamp": "2025-04-26T03:53:16.600Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:55:44.358Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:57:51.060Z", "action": "purchase", "action_argument": "B08K3PVMVN"}
  {"timestamp": "2025-04-26T03:57:59.240Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T03:58:28.195Z", "action": "click_product", "action_argument": "B09KY4C3J5"}
  {"timestamp": "2025-04-26T03:59:14.837Z", "action": "click_product", "action_argument": "B08V57V8LR"}
  {"timestamp": "2025-04-26T03:59:43.204Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T03:59:56.926Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:04.425Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:06.853Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:09.646Z", "action": "purchase", "action_argument": "B08YJBM69C"}
  {"timestamp": "2025-04-26T04:01:10.614Z", "action": "click_product", "action_argument": "B01M622WIK"}
  {"timestamp": "2025-04-26T04:01:32.052Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-26T04:02:16.340Z", "action": "purchase", "action_argument": "B01M622WIK"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-26T04:02:19.644Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T04:02:35.059Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:02:43.311Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:02:50.061Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:02:50.622Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:03:26.542Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:03:41.046Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:41.254Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:03:55.915Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:57.775Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:04:01.032Z", "action": "input", "action_argument": "shipping box 20 16 10"}
  {"timestamp": "2025-04-26T04:04:02.194Z", "action": "click", "action_argument": "search"}
  <|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": "shipping box 20 16 10"}],
  "cart_items": [{"title": "TAPE LOGIC 16 x 14 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M622WIK", "price": "$49.99", "quantity": "1"},
  {"title": "E1 Packaging 16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home.", "asin": "B08K3PVMVN", "price": "$29.02", "quantity": "1"},
  {"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$54.33"},
  {"title": "Lindt LINDOR Milk Chocolate Candy Truffles, Milk Chocolate with Smooth, Melting Truffle Center, 5.1 oz. Bag", "asin": "B00TDP2Y8Y", "price": "$3.99"},
  {"title": "Robert Mondavi Private Selection Cabernet Sauvignon Red Wine, 750 mL bottle", "asin": "B00194EW0K", "price": "$6.75"},
  {"title": "Purina Fancy Feast Grilled Wet Cat Food Seafood Collection in Wet Cat Food Variety Pack - (Pack of 24) 3 oz. Cans", "asin": "B001STX13U", "price": "$17.39"},
  {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 19 Count", "asin": "B000R91CLU", "price": "$3.48"}],
  "promotion_items": [{"title": "BOX USA Moving Boxes Large 20\"L x 20\"W x 15\"H 12-Pack Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 20x20x15", "asin": "", "price": "$98.49", "quantity": ""},
  {"title": "AVIDITI Moving Boxes Large, 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage 18x14x12", "asin": "", "price": "$41.76", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Flat 26\"L x 26\"W x 4\"H (15-Pack) Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "", "price": "$106.25", "quantity": ""},
  {"title": "50 Pack Corrugated Cardboard Sheets 6x9, Flat Packaging Inserts for Packing, Shipping, Mailing (2mm Thick)", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "Partners Brand 16x12x12 Corrugated Cardboard Boxes, 16\"L x 12\"W x 12\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 16x12x12 161212", "asin": "B01D3BGHL8", "price": "$55.99", "quantity": ""},
  {"title": "PARTNERS BRAND 16 x 16 x 8 Corrugated Cardboard Boxes, Medium 16\"L x 16\"W x 8\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BPL2O", "price": "$55.99", "quantity": ""},
  {"title": "BOX USA Shipping Boxes Small 12\"L x 10\"W x 8\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D2771BS", "price": "$36.99", "quantity": ""},
  {"title": "The Boxery Moving Boxes 10-Pack X-Large | 22x22x22 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCLPHSK2", "price": "$37.95", "quantity": ""}],
  "ads": [{"title": "IDL Packaging 10\" x 10\" x 10\" Insulated Shipping Box, 1.5-Gallon Capacity, Pack of 1 - Includes EcoMax\u2122 Thermal-Paper Liners, Absorb Condensation - For Frozen Food, Meat, or Fish", "asin": "B0C8RQGHT6"},
  {"title": "IDL Packaging 14\" x 14\" x 14\" Insulated Shipping Box, 5.8-Gallon Capacity, Pack of 3 - Includes EcoMax\u2122 Thermal-Paper Liners, Absorb Condensation - For Frozen Food, Meat, or Fish", "asin": "B0C8RWMRQH"},
  {"title": "IDL Packaging 10\" x 10\" x 10\" Insulated Shipping Box, 1.5-Gallon Capacity, Pack of 6 - Includes EcoMax\u2122 Thermal-Paper Liners, Absorb Condensation - For Frozen Food, Meat, or Fish", "asin": "B0C8RXKC89"}],
  "search_results": [{"title": "Moving supplies,200Pack Cushion Foam Pouches, Packing Supplies for Moving, Packing, Transportation and Storage, Incidental 120Fragile Stickers (14X14, 12X12, 12X7.5, 7.5X7.5)", "asin": "B0DYS79HSZ", "price": "$36.75", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "AVIDITI Shipping Boxes Medium 16\"L x 12\"W x 10\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT3J5QM", "price": "$54.75", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 20 x 16 x 10 Corrugated Cardboard Boxes, Medium 20\"L x 16\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D37HU0O", "price": "$86.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 22x16x10 Corrugated Boxes, Medium, 22L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT49Z5M", "price": "$62.32", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 20 x 15 x 10 Corrugated Cardboard Boxes, Medium 20\"L x 15\"W x 10\"H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT44IPO", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Packaging Wholesalers 16 x 10 x 10 Inches Shipping Boxes, 25-Count (BS161010)", "asin": "B00CP3E5D8", "price": "$39.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "BOX USA 20 x 14 x 4 Corrugated Cardboard Boxes, Flat 20\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D275I2M", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 18 x 16 x 10 Corrugated Cardboard Boxes, Medium 18\"L x 16\"W x 10\"H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT48X0A", "price": "$58.79", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 24x20x16 Corrugated Boxes, Large, 24L x 20W x 16H, Pack of 10 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D27954O", "price": "$52.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 20 x 16 x 16\" Corrugated Boxes, 20\"L x 16\"W x 16\"H, Pack of 15 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01MAUMKHY", "price": "$33.99", "delivery": "FREE delivery Fri, May 2 for Prime members"},
  {"title": "BOXES FAST 22x16x10 Corrugated Boxes, Medium, 22L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B077BTTX7T", "price": "$64.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Smart Boxes, with Handles, Small Moving Boxes for Books Document Storage Packing Shipping File Boxes, 19 x 12 x 10 Inches, 1.1 Cubic Feet, Bundle of 20", "asin": "B0C47FMS2G", "price": "$30.99", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 30 - May 2"},
  {"title": "BOX USA Boxes Fast Small Business Packaging, Shipping Box 20'L x 16'W x 16'H, 10 Bulk | Cardboard, Gift, Storage, Large, Double Wall Corrugated Boxes 20x16x16", "asin": "B077BTV7JM", "price": "$64.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "PARTNERS BRAND 26x16x10 Corrugated Boxes, Large, 26L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BQENO", "price": "$70.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 20 x 14 x 10 Corrugated Cardboard Boxes, Medium 20\"L x 14\"W x 10\"H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D274Q7A", "price": "$56.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 26x16x10 Corrugated Boxes, Large, 26L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT4AP56", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "13x11x3 inches pack of 20 shipping boxes, Brown Corrugated Cardboard Mailer Box for small Business packaging supplies, packing and Wrapping Mailing Present", "asin": "B0DN5TKF4S", "price": "$31.99", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "Large Shipping & Moving Boxes 20x16x12 inches (10-Pack) - Extra Strength 200 lb vs Regular - Corrugated Durable Packing Boxes for USPS - Shipping Box Large - Cardboard Box by IDL Packaging", "asin": "B092LVX5BQ", "price": "$89.95", "delivery": "FREE delivery Tue, Apr 29 Only 4 left in stock (more on the way)."},
  {"title": "The Packaging Wholesalers 20 x 16 x 8 Inches Shipping Boxes, 20-Count (BS201608)", "asin": "B00CP3547O", "price": "$50.59", "delivery": "FREE delivery May 1 - 5"},
  {"title": "BOX USA Shipping Boxes Flat 20\"L x 20\"W x 4\"H, 10-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D2750U2", "price": "$39.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 201816 Corrugated Cardboard Box 20\" L x 18\" W x 16\" H, Kraft, for Shipping, Packing and Moving (Pack of 10)", "asin": "B005ENKTU4", "price": "$50.24", "delivery": "FREE delivery Tue, Apr 29 Only 1 left in stock - order soon."},
  {"title": "BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WG6", "price": "$45.49", "delivery": "FREE delivery Tue, Apr 29"}]
  <|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": "2025-04-26T04:04:54.874Z", // 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": "2025-04-12T20:51:52.658Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:51:52.953Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T20:52:03.656Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:52:03.733Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:38.977Z", "action": "input", "action_argument": "car windsh"}
  {"timestamp": "2025-04-15T20:34:39.062Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:47.309Z", "action": "input", "action_argument": "car windshield inner cleaner tool"}
  {"timestamp": "2025-04-15T20:34:47.593Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-15T20:34:58.535Z", "action": "click_product", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-15T20:35:30.755Z", "action": "purchase", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-26T03:30:22.914Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:40.451Z", "action": "input", "action_argument": "zipper bags for clothes"}
  {"timestamp": "2025-04-26T03:30:40.527Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:51.225Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-26T03:30:54.035Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:07.451Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:14.359Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:14.705Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:31:32.047Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:37.777Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:43:48.476Z", "action": "purchase", "action_argument": "B0CQ2FVH66"}
  {"timestamp": "2025-04-26T03:44:45.017Z", "action": "input", "action_argument": "shipping box 16*16*12"}
  {"timestamp": "2025-04-26T03:44:45.454Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:09.666Z", "action": "input", "action_argument": "shipping box 16 16 12"}
  {"timestamp": "2025-04-26T03:46:09.893Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:17.453Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:18.291Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:25.255Z", "action": "click_product", "action_argument": "B01D272I5M"}
  {"timestamp": "2025-04-26T03:46:58.919Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:47:06.677Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:50:38.053Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:50:53.410Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:08.955Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T03:52:13.303Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:18.671Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:23.686Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:09.895Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:16.371Z", "action": "input", "action_argument": "16x14x10 box"}
  {"timestamp": "2025-04-26T03:53:16.600Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:55:44.358Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:57:51.060Z", "action": "purchase", "action_argument": "B08K3PVMVN"}
  {"timestamp": "2025-04-26T03:57:59.240Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T03:58:28.195Z", "action": "click_product", "action_argument": "B09KY4C3J5"}
  {"timestamp": "2025-04-26T03:59:14.837Z", "action": "click_product", "action_argument": "B08V57V8LR"}
  {"timestamp": "2025-04-26T03:59:43.204Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T03:59:56.926Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:04.425Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:06.853Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:09.646Z", "action": "purchase", "action_argument": "B08YJBM69C"}
  {"timestamp": "2025-04-26T04:01:10.614Z", "action": "click_product", "action_argument": "B01M622WIK"}
  {"timestamp": "2025-04-26T04:01:32.052Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-26T04:02:16.340Z", "action": "purchase", "action_argument": "B01M622WIK"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-26T04:02:19.644Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T04:02:35.059Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:02:43.311Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:02:50.061Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:02:50.622Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:03:26.542Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:03:41.046Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:41.254Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:03:55.915Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:57.775Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:04:01.032Z", "action": "input", "action_argument": "shipping box 20 16 10"}
  {"timestamp": "2025-04-26T04:04:02.194Z", "action": "click", "action_argument": "search"}
  <|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": "shipping box 20 16 10"}],
  "cart_items": [{"title": "TAPE LOGIC 16 x 14 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M622WIK", "price": "$49.99", "quantity": "1"},
  {"title": "E1 Packaging 16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home.", "asin": "B08K3PVMVN", "price": "$29.02", "quantity": "1"},
  {"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$54.33"},
  {"title": "Lindt LINDOR Milk Chocolate Candy Truffles, Milk Chocolate with Smooth, Melting Truffle Center, 5.1 oz. Bag", "asin": "B00TDP2Y8Y", "price": "$3.99"},
  {"title": "Robert Mondavi Private Selection Cabernet Sauvignon Red Wine, 750 mL bottle", "asin": "B00194EW0K", "price": "$6.75"},
  {"title": "Purina Fancy Feast Grilled Wet Cat Food Seafood Collection in Wet Cat Food Variety Pack - (Pack of 24) 3 oz. Cans", "asin": "B001STX13U", "price": "$17.39"},
  {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 19 Count", "asin": "B000R91CLU", "price": "$3.48"}],
  "promotion_items": [{"title": "BOX USA Moving Boxes Large 20\"L x 20\"W x 15\"H 12-Pack Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 20x20x15", "asin": "", "price": "$98.49", "quantity": ""},
  {"title": "AVIDITI Moving Boxes Large, 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage 18x14x12", "asin": "", "price": "$41.76", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Flat 26\"L x 26\"W x 4\"H (15-Pack) Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "", "price": "$106.25", "quantity": ""},
  {"title": "50 Pack Corrugated Cardboard Sheets 6x9, Flat Packaging Inserts for Packing, Shipping, Mailing (2mm Thick)", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "Partners Brand 16x12x12 Corrugated Cardboard Boxes, 16\"L x 12\"W x 12\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 16x12x12 161212", "asin": "B01D3BGHL8", "price": "$55.99", "quantity": ""},
  {"title": "PARTNERS BRAND 16 x 16 x 8 Corrugated Cardboard Boxes, Medium 16\"L x 16\"W x 8\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BPL2O", "price": "$55.99", "quantity": ""},
  {"title": "BOX USA Shipping Boxes Small 12\"L x 10\"W x 8\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D2771BS", "price": "$36.99", "quantity": ""},
  {"title": "The Boxery Moving Boxes 10-Pack X-Large | 22x22x22 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCLPHSK2", "price": "$37.95", "quantity": ""}],
  "ads": [{"title": "IDL Packaging 10\" x 10\" x 10\" Insulated Shipping Box, 1.5-Gallon Capacity, Pack of 1 - Includes EcoMax\u2122 Thermal-Paper Liners, Absorb Condensation - For Frozen Food, Meat, or Fish", "asin": "B0C8RQGHT6"},
  {"title": "IDL Packaging 14\" x 14\" x 14\" Insulated Shipping Box, 5.8-Gallon Capacity, Pack of 3 - Includes EcoMax\u2122 Thermal-Paper Liners, Absorb Condensation - For Frozen Food, Meat, or Fish", "asin": "B0C8RWMRQH"},
  {"title": "IDL Packaging 10\" x 10\" x 10\" Insulated Shipping Box, 1.5-Gallon Capacity, Pack of 6 - Includes EcoMax\u2122 Thermal-Paper Liners, Absorb Condensation - For Frozen Food, Meat, or Fish", "asin": "B0C8RXKC89"}],
  "search_results": [{"title": "Moving supplies,200Pack Cushion Foam Pouches, Packing Supplies for Moving, Packing, Transportation and Storage, Incidental 120Fragile Stickers (14X14, 12X12, 12X7.5, 7.5X7.5)", "asin": "B0DYS79HSZ", "price": "$36.75", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "AVIDITI Shipping Boxes Medium 16\"L x 12\"W x 10\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT3J5QM", "price": "$54.75", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 20 x 16 x 10 Corrugated Cardboard Boxes, Medium 20\"L x 16\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D37HU0O", "price": "$86.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 22x16x10 Corrugated Boxes, Medium, 22L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT49Z5M", "price": "$62.32", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 20 x 15 x 10 Corrugated Cardboard Boxes, Medium 20\"L x 15\"W x 10\"H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT44IPO", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Packaging Wholesalers 16 x 10 x 10 Inches Shipping Boxes, 25-Count (BS161010)", "asin": "B00CP3E5D8", "price": "$39.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "BOX USA 20 x 14 x 4 Corrugated Cardboard Boxes, Flat 20\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D275I2M", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 18 x 16 x 10 Corrugated Cardboard Boxes, Medium 18\"L x 16\"W x 10\"H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT48X0A", "price": "$58.79", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 24x20x16 Corrugated Boxes, Large, 24L x 20W x 16H, Pack of 10 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D27954O", "price": "$52.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 20 x 16 x 16\" Corrugated Boxes, 20\"L x 16\"W x 16\"H, Pack of 15 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01MAUMKHY", "price": "$33.99", "delivery": "FREE delivery Fri, May 2 for Prime members"},
  {"title": "BOXES FAST 22x16x10 Corrugated Boxes, Medium, 22L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B077BTTX7T", "price": "$64.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Smart Boxes, with Handles, Small Moving Boxes for Books Document Storage Packing Shipping File Boxes, 19 x 12 x 10 Inches, 1.1 Cubic Feet, Bundle of 20", "asin": "B0C47FMS2G", "price": "$30.99", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 30 - May 2"},
  {"title": "BOX USA Boxes Fast Small Business Packaging, Shipping Box 20'L x 16'W x 16'H, 10 Bulk | Cardboard, Gift, Storage, Large, Double Wall Corrugated Boxes 20x16x16", "asin": "B077BTV7JM", "price": "$64.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "PARTNERS BRAND 26x16x10 Corrugated Boxes, Large, 26L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BQENO", "price": "$70.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 20 x 14 x 10 Corrugated Cardboard Boxes, Medium 20\"L x 14\"W x 10\"H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D274Q7A", "price": "$56.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 26x16x10 Corrugated Boxes, Large, 26L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT4AP56", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "13x11x3 inches pack of 20 shipping boxes, Brown Corrugated Cardboard Mailer Box for small Business packaging supplies, packing and Wrapping Mailing Present", "asin": "B0DN5TKF4S", "price": "$31.99", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "Large Shipping & Moving Boxes 20x16x12 inches (10-Pack) - Extra Strength 200 lb vs Regular - Corrugated Durable Packing Boxes for USPS - Shipping Box Large - Cardboard Box by IDL Packaging", "asin": "B092LVX5BQ", "price": "$89.95", "delivery": "FREE delivery Tue, Apr 29 Only 4 left in stock (more on the way)."},
  {"title": "The Packaging Wholesalers 20 x 16 x 8 Inches Shipping Boxes, 20-Count (BS201608)", "asin": "B00CP3547O", "price": "$50.59", "delivery": "FREE delivery May 1 - 5"},
  {"title": "BOX USA Shipping Boxes Flat 20\"L x 20\"W x 4\"H, 10-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D2750U2", "price": "$39.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 201816 Corrugated Cardboard Box 20\" L x 18\" W x 16\" H, Kraft, for Shipping, Packing and Moving (Pack of 10)", "asin": "B005ENKTU4", "price": "$50.24", "delivery": "FREE delivery Tue, Apr 29 Only 1 left in stock - order soon."},
  {"title": "BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WG6", "price": "$45.49", "delivery": "FREE delivery Tue, Apr 29"}]
  <|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": "2025-04-26T04:04:54.874Z", // 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": "2025-04-12T20:51:52.658Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:51:52.953Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-12T20:52:03.656Z", "action": "input", "action_argument": "passport protector"}
  {"timestamp": "2025-04-12T20:52:03.733Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:38.977Z", "action": "input", "action_argument": "car windsh"}
  {"timestamp": "2025-04-15T20:34:39.062Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-15T20:34:47.309Z", "action": "input", "action_argument": "car windshield inner cleaner tool"}
  {"timestamp": "2025-04-15T20:34:47.593Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-15T20:34:58.535Z", "action": "click_product", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-15T20:35:30.755Z", "action": "purchase", "action_argument": "B07SGQJ6C9"}
  {"timestamp": "2025-04-26T03:30:22.914Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:40.451Z", "action": "input", "action_argument": "zipper bags for clothes"}
  {"timestamp": "2025-04-26T03:30:40.527Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:30:51.225Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-26T03:30:54.035Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:07.451Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:31:14.359Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:14.705Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:31:32.047Z", "action": "input", "action_argument": "garment covers"}
  {"timestamp": "2025-04-26T03:31:37.777Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-26T03:43:48.476Z", "action": "purchase", "action_argument": "B0CQ2FVH66"}
  {"timestamp": "2025-04-26T03:44:45.017Z", "action": "input", "action_argument": "shipping box 16*16*12"}
  {"timestamp": "2025-04-26T03:44:45.454Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:09.666Z", "action": "input", "action_argument": "shipping box 16 16 12"}
  {"timestamp": "2025-04-26T03:46:09.893Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:17.453Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:18.291Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:46:25.255Z", "action": "click_product", "action_argument": "B01D272I5M"}
  {"timestamp": "2025-04-26T03:46:58.919Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:47:06.677Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:50:38.053Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:50:53.410Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:08.955Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T03:52:13.303Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:18.671Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:52:23.686Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:09.895Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T03:53:16.371Z", "action": "input", "action_argument": "16x14x10 box"}
  {"timestamp": "2025-04-26T03:53:16.600Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T03:55:44.358Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-26T03:57:51.060Z", "action": "purchase", "action_argument": "B08K3PVMVN"}
  {"timestamp": "2025-04-26T03:57:59.240Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T03:58:28.195Z", "action": "click_product", "action_argument": "B09KY4C3J5"}
  {"timestamp": "2025-04-26T03:59:14.837Z", "action": "click_product", "action_argument": "B08V57V8LR"}
  {"timestamp": "2025-04-26T03:59:43.204Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T03:59:56.926Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:04.425Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:06.853Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-26T04:00:09.646Z", "action": "purchase", "action_argument": "B08YJBM69C"}
  {"timestamp": "2025-04-26T04:01:10.614Z", "action": "click_product", "action_argument": "B01M622WIK"}
  {"timestamp": "2025-04-26T04:01:32.052Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-26T04:02:16.340Z", "action": "purchase", "action_argument": "B01M622WIK"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-26T04:02:19.644Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-26T04:02:35.059Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:02:43.311Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:02:50.061Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:02:50.622Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-26T04:03:26.542Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-26T04:03:41.046Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:41.254Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:03:55.915Z", "action": "input", "action_argument": "shipping box 16 14 10"}
  {"timestamp": "2025-04-26T04:03:57.775Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-26T04:04:01.032Z", "action": "input", "action_argument": "shipping box 20 16 10"}
  {"timestamp": "2025-04-26T04:04:02.194Z", "action": "click", "action_argument": "search"}
  <|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": "shipping box 20 16 10"}],
  "cart_items": [{"title": "TAPE LOGIC 16 x 14 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M622WIK", "price": "$49.99", "quantity": "1"},
  {"title": "E1 Packaging 16\" x 14\" x 4\" Corrugated Boxes 32 ECT (Pack of 5-16x14x4) | Quality Moving Boxes. Great for Shipping Boxes for Business, Office or Home.", "asin": "B08K3PVMVN", "price": "$29.02", "quantity": "1"},
  {"title": "Allen Brothers, Beef Ribeye Steak, Boneless, USDA Prime, 1 lb", "asin": "B0CSDXNWVR", "price": "$54.33"},
  {"title": "Lindt LINDOR Milk Chocolate Candy Truffles, Milk Chocolate with Smooth, Melting Truffle Center, 5.1 oz. Bag", "asin": "B00TDP2Y8Y", "price": "$3.99"},
  {"title": "Robert Mondavi Private Selection Cabernet Sauvignon Red Wine, 750 mL bottle", "asin": "B00194EW0K", "price": "$6.75"},
  {"title": "Purina Fancy Feast Grilled Wet Cat Food Seafood Collection in Wet Cat Food Variety Pack - (Pack of 24) 3 oz. Cans", "asin": "B001STX13U", "price": "$17.39"},
  {"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 19 Count", "asin": "B000R91CLU", "price": "$3.48"}],
  "promotion_items": [{"title": "BOX USA Moving Boxes Large 20\"L x 20\"W x 15\"H 12-Pack Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 20x20x15", "asin": "", "price": "$98.49", "quantity": ""},
  {"title": "AVIDITI Moving Boxes Large, 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage 18x14x12", "asin": "", "price": "$41.76", "quantity": ""},
  {"title": "AVIDITI Shipping Boxes Flat 26\"L x 26\"W x 4\"H (15-Pack) Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "", "price": "$106.25", "quantity": ""},
  {"title": "50 Pack Corrugated Cardboard Sheets 6x9, Flat Packaging Inserts for Packing, Shipping, Mailing (2mm Thick)", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "Partners Brand 16x12x12 Corrugated Cardboard Boxes, 16\"L x 12\"W x 12\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 16x12x12 161212", "asin": "B01D3BGHL8", "price": "$55.99", "quantity": ""},
  {"title": "PARTNERS BRAND 16 x 16 x 8 Corrugated Cardboard Boxes, Medium 16\"L x 16\"W x 8\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BPL2O", "price": "$55.99", "quantity": ""},
  {"title": "BOX USA Shipping Boxes Small 12\"L x 10\"W x 8\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D2771BS", "price": "$36.99", "quantity": ""},
  {"title": "The Boxery Moving Boxes 10-Pack X-Large | 22x22x22 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCLPHSK2", "price": "$37.95", "quantity": ""}],
  "ads": [{"title": "IDL Packaging 10\" x 10\" x 10\" Insulated Shipping Box, 1.5-Gallon Capacity, Pack of 1 - Includes EcoMax\u2122 Thermal-Paper Liners, Absorb Condensation - For Frozen Food, Meat, or Fish", "asin": "B0C8RQGHT6"},
  {"title": "IDL Packaging 14\" x 14\" x 14\" Insulated Shipping Box, 5.8-Gallon Capacity, Pack of 3 - Includes EcoMax\u2122 Thermal-Paper Liners, Absorb Condensation - For Frozen Food, Meat, or Fish", "asin": "B0C8RWMRQH"},
  {"title": "IDL Packaging 10\" x 10\" x 10\" Insulated Shipping Box, 1.5-Gallon Capacity, Pack of 6 - Includes EcoMax\u2122 Thermal-Paper Liners, Absorb Condensation - For Frozen Food, Meat, or Fish", "asin": "B0C8RXKC89"}],
  "search_results": [{"title": "Moving supplies,200Pack Cushion Foam Pouches, Packing Supplies for Moving, Packing, Transportation and Storage, Incidental 120Fragile Stickers (14X14, 12X12, 12X7.5, 7.5X7.5)", "asin": "B0DYS79HSZ", "price": "$36.75", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "AVIDITI Shipping Boxes Medium 16\"L x 12\"W x 10\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00BT3J5QM", "price": "$54.75", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 20 x 16 x 10 Corrugated Cardboard Boxes, Medium 20\"L x 16\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D37HU0O", "price": "$86.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 22x16x10 Corrugated Boxes, Medium, 22L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT49Z5M", "price": "$62.32", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 20 x 15 x 10 Corrugated Cardboard Boxes, Medium 20\"L x 15\"W x 10\"H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT44IPO", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Packaging Wholesalers 16 x 10 x 10 Inches Shipping Boxes, 25-Count (BS161010)", "asin": "B00CP3E5D8", "price": "$39.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "BOX USA 20 x 14 x 4 Corrugated Cardboard Boxes, Flat 20\"L x 14\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D275I2M", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 18 x 16 x 10 Corrugated Cardboard Boxes, Medium 18\"L x 16\"W x 10\"H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT48X0A", "price": "$58.79", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 24x20x16 Corrugated Boxes, Large, 24L x 20W x 16H, Pack of 10 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D27954O", "price": "$52.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 20 x 16 x 16\" Corrugated Boxes, 20\"L x 16\"W x 16\"H, Pack of 15 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01MAUMKHY", "price": "$33.99", "delivery": "FREE delivery Fri, May 2 for Prime members"},
  {"title": "BOXES FAST 22x16x10 Corrugated Boxes, Medium, 22L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B077BTTX7T", "price": "$64.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Smart Boxes, with Handles, Small Moving Boxes for Books Document Storage Packing Shipping File Boxes, 19 x 12 x 10 Inches, 1.1 Cubic Feet, Bundle of 20", "asin": "B0C47FMS2G", "price": "$30.99", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 30 - May 2"},
  {"title": "BOX USA Boxes Fast Small Business Packaging, Shipping Box 20'L x 16'W x 16'H, 10 Bulk | Cardboard, Gift, Storage, Large, Double Wall Corrugated Boxes 20x16x16", "asin": "B077BTV7JM", "price": "$64.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "PARTNERS BRAND 26x16x10 Corrugated Boxes, Large, 26L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BQENO", "price": "$70.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 20 x 14 x 10 Corrugated Cardboard Boxes, Medium 20\"L x 14\"W x 10\"H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D274Q7A", "price": "$56.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 26x16x10 Corrugated Boxes, Large, 26L x 16W x 10H, Pack of 20 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT4AP56", "price": "$69.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "13x11x3 inches pack of 20 shipping boxes, Brown Corrugated Cardboard Mailer Box for small Business packaging supplies, packing and Wrapping Mailing Present", "asin": "B0DN5TKF4S", "price": "$31.99", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "Large Shipping & Moving Boxes 20x16x12 inches (10-Pack) - Extra Strength 200 lb vs Regular - Corrugated Durable Packing Boxes for USPS - Shipping Box Large - Cardboard Box by IDL Packaging", "asin": "B092LVX5BQ", "price": "$89.95", "delivery": "FREE delivery Tue, Apr 29 Only 4 left in stock (more on the way)."},
  {"title": "The Packaging Wholesalers 20 x 16 x 8 Inches Shipping Boxes, 20-Count (BS201608)", "asin": "B00CP3547O", "price": "$50.59", "delivery": "FREE delivery May 1 - 5"},
  {"title": "BOX USA Shipping Boxes Flat 20\"L x 20\"W x 4\"H, 10-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D2750U2", "price": "$39.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 201816 Corrugated Cardboard Box 20\" L x 18\" W x 16\" H, Kraft, for Shipping, Packing and Moving (Pack of 10)", "asin": "B005ENKTU4", "price": "$50.24", "delivery": "FREE delivery Tue, Apr 29 Only 1 left in stock - order soon."},
  {"title": "BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WG6", "price": "$45.49", "delivery": "FREE delivery Tue, Apr 29"}]
  <|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": "2025-04-26T04:04:54.874Z", // 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>
  