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"}
  <|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 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", "quantity": ""},
  {"title": "AVIDITI 16 x 11 x 9 Corrugated Cardboard Boxes, Medium 16\"L x 11\"W x 9\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3H834", "price": "$50.99", "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": "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": "BOX USA Moving Boxes Kit (30-Pack) Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies", "asin": "B0D3D13T7K", "price": "$58.48", "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": "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", "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": "BOX USA Shipping Boxes Small 12\"L x 9\"W x 6\"H, 100-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B06WLJC3ZL", "price": "$105.00", "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": "HORLIMER 12x9x3 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer", "asin": "B08GC2HQZY"},
  {"title": "HORLIMER 11x8x2 inches Shipping Boxes Set of 25, White Corrugated Cardboard Box Literature Mailer", "asin": "B08GCBBG3H"},
  {"title": "HORLIMER 13x10x2 inches Shipping Boxes Set of 25, White Corrugated Cardboard Box Literature Mailer", "asin": "B08GBVHDRK"}],
  "search_results": [{"title": "AVIDITI 16 x 13 x 10 Corrugated Cardboard Boxes, Medium 16\"L x 13\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3QX1M", "price": "$69.19", "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"},
  {"title": "The Boxery 16\"x14\"x10\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DFNWYH9Q", "price": "$39.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "Secure Seal - 16x14x10 Pack of 25 Corrugated Cardboard Packing Shipping Mailing Moving Carton Boxes", "asin": "B094Q4FKM3", "price": "$50.62", "delivery": "FREE delivery Apr 30 - May 2 Only 15 left in stock - order soon."},
  {"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "16 x 14 x 10 Medium Moving Boxes Pack of 25 Shipping Boxes", "asin": "B092JS1F7R", "price": "$57.00", "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": "PARTNERS BRAND 14 x 10 x 4 Corrugated Cardboard Boxes, Flat 14\"L x 10\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BL87Q", "price": "$31.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "18 x 16 x 14 Large Moving Boxes Strong Shipping Boxes 10 Pack", "asin": "B092WB9R8Q", "price": "$41.00", "delivery": "FREE delivery Mon, May 5"},
  {"title": "PARTNERS BRAND Moving Boxes, Medium 14\" x 10\" x 6\" (25 Pack), Corrugated Cardboard Box for Packing Packaging Mailing Storage & Shipping for Home or Office, 32 ECT - Pack of 25", "asin": "B01D3BJXIM", "price": "$40.08", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 16 x 14 x 10 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D272I7U", "price": "$62.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "13x10x4 18pcs Small Shipping Brown Corrugated Cardboard Mailer Boxes for Packaging Small Business Craft Gifts Giving Products Storage Boxes", "asin": "B0DCZVXMC9", "price": "$31.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"},
  {"title": "Scotch Mailing, Moving, and Storage Box, 14 Inches x 10 Inches x 5-1/2 Inches, 12-Pack (8006)", "asin": "B0036TKETE", "price": "$39.48", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "The Boxery 16 x 14 x 10 Inches Heavy Duty Grade ECT44, Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack |Mailing, Packing, Moving & Storage for Business/Home-Recyclable - Made in the USA", "asin": "B0DJ1M9GQC", "price": "$51.50", "delivery": "FREE delivery Mon, May 5 Only 16 left in stock - order soon."},
  {"title": "Black Cardboard Shipping Box 15 x 11 x 3 Inch Corrugated Packaging Storage Boxes 10 Pack (Inside Size: 14.5 x 10.8 x 3\")", "asin": "B09JNXGBVG", "price": "$33.93", "delivery": "Two-Day FREE delivery Sun, Apr 27 Only 18 left in stock - order soon."},
  {"title": "AVIDITI 14 x 10 x 10 Corrugated Cardboard Boxes, Medium 14\"L x 10\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3CRWQ", "price": "$42.69", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 14 x 14 x 6 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01MA1UOG3", "price": "$48.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "25 Pack 14 x 10 x 6 Corrugated Cardboard Boxes For Packing, Shipping, or Moving", "asin": "B0D7QPVY3H", "price": "$34.99", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x14\"x10\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DBR63KWY", "price": "$39.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Valante Set of Microfiber Drawstring Storage Bags for Intimate Products(Large size set)", "asin": "B08CHH5328", "price": "$18.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"}]
  <|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": "2025-04-26T04:04:02.194Z", // 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"}
  <|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 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", "quantity": ""},
  {"title": "AVIDITI 16 x 11 x 9 Corrugated Cardboard Boxes, Medium 16\"L x 11\"W x 9\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3H834", "price": "$50.99", "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": "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": "BOX USA Moving Boxes Kit (30-Pack) Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies", "asin": "B0D3D13T7K", "price": "$58.48", "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": "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", "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": "BOX USA Shipping Boxes Small 12\"L x 9\"W x 6\"H, 100-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B06WLJC3ZL", "price": "$105.00", "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": "HORLIMER 12x9x3 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer", "asin": "B08GC2HQZY"},
  {"title": "HORLIMER 11x8x2 inches Shipping Boxes Set of 25, White Corrugated Cardboard Box Literature Mailer", "asin": "B08GCBBG3H"},
  {"title": "HORLIMER 13x10x2 inches Shipping Boxes Set of 25, White Corrugated Cardboard Box Literature Mailer", "asin": "B08GBVHDRK"}],
  "search_results": [{"title": "AVIDITI 16 x 13 x 10 Corrugated Cardboard Boxes, Medium 16\"L x 13\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3QX1M", "price": "$69.19", "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"},
  {"title": "The Boxery 16\"x14\"x10\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DFNWYH9Q", "price": "$39.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "Secure Seal - 16x14x10 Pack of 25 Corrugated Cardboard Packing Shipping Mailing Moving Carton Boxes", "asin": "B094Q4FKM3", "price": "$50.62", "delivery": "FREE delivery Apr 30 - May 2 Only 15 left in stock - order soon."},
  {"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "16 x 14 x 10 Medium Moving Boxes Pack of 25 Shipping Boxes", "asin": "B092JS1F7R", "price": "$57.00", "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": "PARTNERS BRAND 14 x 10 x 4 Corrugated Cardboard Boxes, Flat 14\"L x 10\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BL87Q", "price": "$31.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "18 x 16 x 14 Large Moving Boxes Strong Shipping Boxes 10 Pack", "asin": "B092WB9R8Q", "price": "$41.00", "delivery": "FREE delivery Mon, May 5"},
  {"title": "PARTNERS BRAND Moving Boxes, Medium 14\" x 10\" x 6\" (25 Pack), Corrugated Cardboard Box for Packing Packaging Mailing Storage & Shipping for Home or Office, 32 ECT - Pack of 25", "asin": "B01D3BJXIM", "price": "$40.08", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 16 x 14 x 10 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D272I7U", "price": "$62.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "13x10x4 18pcs Small Shipping Brown Corrugated Cardboard Mailer Boxes for Packaging Small Business Craft Gifts Giving Products Storage Boxes", "asin": "B0DCZVXMC9", "price": "$31.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"},
  {"title": "Scotch Mailing, Moving, and Storage Box, 14 Inches x 10 Inches x 5-1/2 Inches, 12-Pack (8006)", "asin": "B0036TKETE", "price": "$39.48", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "The Boxery 16 x 14 x 10 Inches Heavy Duty Grade ECT44, Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack |Mailing, Packing, Moving & Storage for Business/Home-Recyclable - Made in the USA", "asin": "B0DJ1M9GQC", "price": "$51.50", "delivery": "FREE delivery Mon, May 5 Only 16 left in stock - order soon."},
  {"title": "Black Cardboard Shipping Box 15 x 11 x 3 Inch Corrugated Packaging Storage Boxes 10 Pack (Inside Size: 14.5 x 10.8 x 3\")", "asin": "B09JNXGBVG", "price": "$33.93", "delivery": "Two-Day FREE delivery Sun, Apr 27 Only 18 left in stock - order soon."},
  {"title": "AVIDITI 14 x 10 x 10 Corrugated Cardboard Boxes, Medium 14\"L x 10\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3CRWQ", "price": "$42.69", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 14 x 14 x 6 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01MA1UOG3", "price": "$48.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "25 Pack 14 x 10 x 6 Corrugated Cardboard Boxes For Packing, Shipping, or Moving", "asin": "B0D7QPVY3H", "price": "$34.99", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x14\"x10\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DBR63KWY", "price": "$39.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Valante Set of Microfiber Drawstring Storage Bags for Intimate Products(Large size set)", "asin": "B08CHH5328", "price": "$18.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"}]
  <|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": "2025-04-26T04:04:02.194Z", // 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"}
  <|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 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", "quantity": ""},
  {"title": "AVIDITI 16 x 11 x 9 Corrugated Cardboard Boxes, Medium 16\"L x 11\"W x 9\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3H834", "price": "$50.99", "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": "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": "BOX USA Moving Boxes Kit (30-Pack) Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies", "asin": "B0D3D13T7K", "price": "$58.48", "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": "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", "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": "BOX USA Shipping Boxes Small 12\"L x 9\"W x 6\"H, 100-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B06WLJC3ZL", "price": "$105.00", "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": "HORLIMER 12x9x3 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer", "asin": "B08GC2HQZY"},
  {"title": "HORLIMER 11x8x2 inches Shipping Boxes Set of 25, White Corrugated Cardboard Box Literature Mailer", "asin": "B08GCBBG3H"},
  {"title": "HORLIMER 13x10x2 inches Shipping Boxes Set of 25, White Corrugated Cardboard Box Literature Mailer", "asin": "B08GBVHDRK"}],
  "search_results": [{"title": "AVIDITI 16 x 13 x 10 Corrugated Cardboard Boxes, Medium 16\"L x 13\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3QX1M", "price": "$69.19", "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"},
  {"title": "The Boxery 16\"x14\"x10\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DFNWYH9Q", "price": "$39.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "Secure Seal - 16x14x10 Pack of 25 Corrugated Cardboard Packing Shipping Mailing Moving Carton Boxes", "asin": "B094Q4FKM3", "price": "$50.62", "delivery": "FREE delivery Apr 30 - May 2 Only 15 left in stock - order soon."},
  {"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "16 x 14 x 10 Medium Moving Boxes Pack of 25 Shipping Boxes", "asin": "B092JS1F7R", "price": "$57.00", "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": "PARTNERS BRAND 14 x 10 x 4 Corrugated Cardboard Boxes, Flat 14\"L x 10\"W x 4\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BL87Q", "price": "$31.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "18 x 16 x 14 Large Moving Boxes Strong Shipping Boxes 10 Pack", "asin": "B092WB9R8Q", "price": "$41.00", "delivery": "FREE delivery Mon, May 5"},
  {"title": "PARTNERS BRAND Moving Boxes, Medium 14\" x 10\" x 6\" (25 Pack), Corrugated Cardboard Box for Packing Packaging Mailing Storage & Shipping for Home or Office, 32 ECT - Pack of 25", "asin": "B01D3BJXIM", "price": "$40.08", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 16 x 14 x 10 Corrugated Cardboard Boxes, Medium 16\"L x 14\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D272I7U", "price": "$62.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "13x10x4 18pcs Small Shipping Brown Corrugated Cardboard Mailer Boxes for Packaging Small Business Craft Gifts Giving Products Storage Boxes", "asin": "B0DCZVXMC9", "price": "$31.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"},
  {"title": "Scotch Mailing, Moving, and Storage Box, 14 Inches x 10 Inches x 5-1/2 Inches, 12-Pack (8006)", "asin": "B0036TKETE", "price": "$39.48", "delivery": "Two-Day FREE delivery Sun, Apr 27"},
  {"title": "The Boxery 16 x 14 x 10 Inches Heavy Duty Grade ECT44, Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack |Mailing, Packing, Moving & Storage for Business/Home-Recyclable - Made in the USA", "asin": "B0DJ1M9GQC", "price": "$51.50", "delivery": "FREE delivery Mon, May 5 Only 16 left in stock - order soon."},
  {"title": "Black Cardboard Shipping Box 15 x 11 x 3 Inch Corrugated Packaging Storage Boxes 10 Pack (Inside Size: 14.5 x 10.8 x 3\")", "asin": "B09JNXGBVG", "price": "$33.93", "delivery": "Two-Day FREE delivery Sun, Apr 27 Only 18 left in stock - order soon."},
  {"title": "AVIDITI 14 x 10 x 10 Corrugated Cardboard Boxes, Medium 14\"L x 10\"W x 10\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3CRWQ", "price": "$42.69", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 14 x 14 x 6 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01MA1UOG3", "price": "$48.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "25 Pack 14 x 10 x 6 Corrugated Cardboard Boxes For Packing, Shipping, or Moving", "asin": "B0D7QPVY3H", "price": "$34.99", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30"},
  {"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", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x14\"x10\" Brown/Kraft Corrugated Cardboard Shipping Boxes 25-Pack | Mailing, Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DBR63KWY", "price": "$39.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Valante Set of Microfiber Drawstring Storage Bags for Intimate Products(Large size set)", "asin": "B08CHH5328", "price": "$18.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 26"}]
  <|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": "2025-04-26T04:04:02.194Z", // 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>
  