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": "2025-04-04T04:15:31.331Z", "action": "input", "action_argument": "jump starter"}
  {"timestamp": "2025-04-04T04:15:31.571Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-04T04:15:48.462Z", "action": "click_product", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:13.804Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:18.908Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-04T04:16:23.716Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:25.645Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:27.270Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:29.487Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:31.260Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:33.216Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:35.183Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:37.321Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:39.359Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:41.979Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:43.956Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:46.587Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:48.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:49.602Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:51.283Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:03.299Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:04.816Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:19.685Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"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"}
  <|memory_end|>
  
  <|action_start|>
  {"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"}
  <|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": "16x14x4 box"}],
  "cart_items": [{"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": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "Partners Brand P1666 Long Corrugated Boxes, 16\"L x 6\"W x 6\"H, Kraft (Pack of 25)", "asin": "B01D3BS43W", "price": "$33.49", "quantity": ""},
  {"title": "Long Moving & Shipping Boxes 18 x 6 x 6 inches (5-Pack) - Extra Strength 200 lb vs Regular - Corrugated Moving Boxes for USPS/UPS/FEDEX - Durable Shipping Box - Cardboard Box by IDL Packaging", "asin": "B084WZL36T", "price": "$31.02", "quantity": ""},
  {"title": "", "asin": "B00BT3MH9E", "price": "", "quantity": ""}],
  "search_results": [{"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\"x6\" 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": "B0DBR23HZJ", "price": "$35.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x14\"x6\" 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": "B0DBR23HZJ", "price": "$35.50", "delivery": "FREE delivery Mon, May 5"},
  {"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": "BOX USA Shipping Boxes Flat 16\"L x 16\"W x 6\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D272REY", "price": "$50.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"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": "PARTNERS BRAND 14 x 14 x 5 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BKFTS", "price": "$47.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 17 x 13 x 5 Corrugated Cardboard Boxes, Flat 17\"L x 13\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M2V80EU", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 16 x 14 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3W3J8", "price": "$55.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"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 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D272YXI", "price": "$31.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "18x14x6 Moving & Shipping Boxes, Extra Strength, Heavy-Duty Corrugated Cardboard Boxes for Packing, Storage, Shipping, Transport, Commerce (5)", "asin": "B0DP3LLCDJ", "price": "$23.95", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 16 x 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M4GMOD2", "price": "$31.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 14 x 14 x 5 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D278T4Q", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 16 x 16 x 5 Corrugated Cardboard Boxes, Flat 16\"L x 16\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT48JYK", "price": "$58.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 18 x 14 x 6 Corrugated Cardboard Boxes, Flat 18\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3X3Z6", "price": "$58.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "PARTNERS BRAND 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": "B01D3BKJP8", "price": "$50.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 14 x 14 x 5 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3UQYM", "price": "$53.33", "delivery": "FREE delivery Mon, May 5"},
  {"title": "AVIDITI 16 x 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00KFK3KYS", "price": "$30.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "PARTNERS BRAND 16 x 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BRO6K", "price": "$31.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 Corrugated Cardboard Boxes, 18\"L x 12\"W x 6\"H, Pack of 25 & TAPE LOGIC 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 25", "asin": "B0CTZYB6T6", "price": "$79.01", "delivery": "Delivery Tue, Apr 29"},
  {"title": "AVIDITI 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": "B00BT3JA30", "price": "$51.02", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 Corrugated Cardboard Boxes 25 Pack & BOX USA 18x14x12 Moving Boxes 10 Pack", "asin": "B0D413DFR5", "price": "$57.01", "delivery": "Delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 Corrugated Cardboard Boxes, 18\"L x 12\"W x 6\"H, Pack of 25 & BOX USA 12 x 6 x 4 Corrugated Cardboard Boxes, Long 12\"L x 6\"W x 4\"H, Pack of 25 | Shipping", "asin": "B0CW9343PC", "price": "$63.51", "delivery": "Delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 & TAPE LOGIC 20x12x4 Corrugated Cardboard Boxes, Pack of 25", "asin": "B0D5QQ4RDZ", "price": "$84.01", "delivery": "Delivery Tue, Apr 29"},
  {"title": "Aviditi 16 x 14 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3W3J8", "price": "$55.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand P1666 Long Corrugated Boxes, 16\"L x 6\"W x 6\"H, Kraft (Pack of 25)", "asin": "B01D3BS43W", "price": "$33.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 16 x 14 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M991IFZ", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Medium Moving & Shipping Boxes 14x14x6 inches (10-Pack) - Extra Strength 200 lb vs Regular - Corrugated Heavy Duty Moving Boxes, Made in USA - Cardboard Moving Box by IDL Packaging", "asin": "B0CJMNSVQP", "price": "$55.95", "delivery": "Two-Day FREE delivery Sun, Apr 27 Only 4 left in stock - order soon."}]
  <|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": "2025-04-26T03:53:09.895Z", // 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": "2025-04-04T04:15:31.331Z", "action": "input", "action_argument": "jump starter"}
  {"timestamp": "2025-04-04T04:15:31.571Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-04T04:15:48.462Z", "action": "click_product", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:13.804Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:18.908Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-04T04:16:23.716Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:25.645Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:27.270Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:29.487Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:31.260Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:33.216Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:35.183Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:37.321Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:39.359Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:41.979Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:43.956Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:46.587Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:48.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:49.602Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:51.283Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:03.299Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:04.816Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:19.685Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"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"}
  <|memory_end|>
  
  <|action_start|>
  {"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"}
  <|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": "16x14x4 box"}],
  "cart_items": [{"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": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "Partners Brand P1666 Long Corrugated Boxes, 16\"L x 6\"W x 6\"H, Kraft (Pack of 25)", "asin": "B01D3BS43W", "price": "$33.49", "quantity": ""},
  {"title": "Long Moving & Shipping Boxes 18 x 6 x 6 inches (5-Pack) - Extra Strength 200 lb vs Regular - Corrugated Moving Boxes for USPS/UPS/FEDEX - Durable Shipping Box - Cardboard Box by IDL Packaging", "asin": "B084WZL36T", "price": "$31.02", "quantity": ""},
  {"title": "", "asin": "B00BT3MH9E", "price": "", "quantity": ""}],
  "search_results": [{"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\"x6\" 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": "B0DBR23HZJ", "price": "$35.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x14\"x6\" 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": "B0DBR23HZJ", "price": "$35.50", "delivery": "FREE delivery Mon, May 5"},
  {"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": "BOX USA Shipping Boxes Flat 16\"L x 16\"W x 6\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D272REY", "price": "$50.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"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": "PARTNERS BRAND 14 x 14 x 5 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BKFTS", "price": "$47.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 17 x 13 x 5 Corrugated Cardboard Boxes, Flat 17\"L x 13\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M2V80EU", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 16 x 14 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3W3J8", "price": "$55.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"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 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D272YXI", "price": "$31.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "18x14x6 Moving & Shipping Boxes, Extra Strength, Heavy-Duty Corrugated Cardboard Boxes for Packing, Storage, Shipping, Transport, Commerce (5)", "asin": "B0DP3LLCDJ", "price": "$23.95", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 16 x 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M4GMOD2", "price": "$31.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 14 x 14 x 5 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D278T4Q", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 16 x 16 x 5 Corrugated Cardboard Boxes, Flat 16\"L x 16\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT48JYK", "price": "$58.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 18 x 14 x 6 Corrugated Cardboard Boxes, Flat 18\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3X3Z6", "price": "$58.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "PARTNERS BRAND 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": "B01D3BKJP8", "price": "$50.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 14 x 14 x 5 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3UQYM", "price": "$53.33", "delivery": "FREE delivery Mon, May 5"},
  {"title": "AVIDITI 16 x 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00KFK3KYS", "price": "$30.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "PARTNERS BRAND 16 x 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BRO6K", "price": "$31.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 Corrugated Cardboard Boxes, 18\"L x 12\"W x 6\"H, Pack of 25 & TAPE LOGIC 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 25", "asin": "B0CTZYB6T6", "price": "$79.01", "delivery": "Delivery Tue, Apr 29"},
  {"title": "AVIDITI 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": "B00BT3JA30", "price": "$51.02", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 Corrugated Cardboard Boxes 25 Pack & BOX USA 18x14x12 Moving Boxes 10 Pack", "asin": "B0D413DFR5", "price": "$57.01", "delivery": "Delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 Corrugated Cardboard Boxes, 18\"L x 12\"W x 6\"H, Pack of 25 & BOX USA 12 x 6 x 4 Corrugated Cardboard Boxes, Long 12\"L x 6\"W x 4\"H, Pack of 25 | Shipping", "asin": "B0CW9343PC", "price": "$63.51", "delivery": "Delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 & TAPE LOGIC 20x12x4 Corrugated Cardboard Boxes, Pack of 25", "asin": "B0D5QQ4RDZ", "price": "$84.01", "delivery": "Delivery Tue, Apr 29"},
  {"title": "Aviditi 16 x 14 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3W3J8", "price": "$55.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand P1666 Long Corrugated Boxes, 16\"L x 6\"W x 6\"H, Kraft (Pack of 25)", "asin": "B01D3BS43W", "price": "$33.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 16 x 14 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M991IFZ", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Medium Moving & Shipping Boxes 14x14x6 inches (10-Pack) - Extra Strength 200 lb vs Regular - Corrugated Heavy Duty Moving Boxes, Made in USA - Cardboard Moving Box by IDL Packaging", "asin": "B0CJMNSVQP", "price": "$55.95", "delivery": "Two-Day FREE delivery Sun, Apr 27 Only 4 left in stock - order soon."}]
  <|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": "2025-04-26T03:53:09.895Z", // 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": "2025-04-04T04:15:31.331Z", "action": "input", "action_argument": "jump starter"}
  {"timestamp": "2025-04-04T04:15:31.571Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-04T04:15:48.462Z", "action": "click_product", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:13.804Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"timestamp": "2025-04-04T04:16:18.908Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-04T04:16:23.716Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:25.645Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:27.270Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:29.487Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:31.260Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:33.216Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:35.183Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:37.321Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:39.359Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:41.979Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:43.956Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:46.587Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:48.165Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:49.602Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:16:51.283Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:03.299Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:04.816Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-04T04:17:19.685Z", "action": "purchase", "action_argument": "B015TKPT1A"}
  {"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"}
  <|memory_end|>
  
  <|action_start|>
  {"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"}
  <|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": "16x14x4 box"}],
  "cart_items": [{"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": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "quantity": ""},
  {"title": "Partners Brand P1666 Long Corrugated Boxes, 16\"L x 6\"W x 6\"H, Kraft (Pack of 25)", "asin": "B01D3BS43W", "price": "$33.49", "quantity": ""},
  {"title": "Long Moving & Shipping Boxes 18 x 6 x 6 inches (5-Pack) - Extra Strength 200 lb vs Regular - Corrugated Moving Boxes for USPS/UPS/FEDEX - Durable Shipping Box - Cardboard Box by IDL Packaging", "asin": "B084WZL36T", "price": "$31.02", "quantity": ""},
  {"title": "", "asin": "B00BT3MH9E", "price": "", "quantity": ""}],
  "search_results": [{"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\"x6\" 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": "B0DBR23HZJ", "price": "$35.50", "delivery": "FREE delivery Mon, May 5"},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "The Boxery 16\"x14\"x6\" 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": "B0DBR23HZJ", "price": "$35.50", "delivery": "FREE delivery Mon, May 5"},
  {"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": "BOX USA Shipping Boxes Flat 16\"L x 16\"W x 6\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B01D272REY", "price": "$50.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 14 x 12 x 6 Corrugated Cardboard Boxes, 14\"L x 12\"W x 6\"H, Pack of , 25 | Shipping, Packaging, Moving, Storage Box for Business, Strong Wholesale Bulk Boxes 14126", "asin": "B01D3BIXRE", "price": "$40.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"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": "PARTNERS BRAND 14 x 14 x 5 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BKFTS", "price": "$47.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 17 x 13 x 5 Corrugated Cardboard Boxes, Flat 17\"L x 13\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M2V80EU", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 16 x 14 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3W3J8", "price": "$55.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"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 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D272YXI", "price": "$31.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "18x14x6 Moving & Shipping Boxes, Extra Strength, Heavy-Duty Corrugated Cardboard Boxes for Packing, Storage, Shipping, Transport, Commerce (5)", "asin": "B0DP3LLCDJ", "price": "$23.95", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 16 x 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M4GMOD2", "price": "$31.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "BOX USA 14 x 14 x 5 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D278T4Q", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 16 x 16 x 5 Corrugated Cardboard Boxes, Flat 16\"L x 16\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT48JYK", "price": "$58.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "AVIDITI 18 x 14 x 6 Corrugated Cardboard Boxes, Flat 18\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3X3Z6", "price": "$58.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "PARTNERS BRAND 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": "B01D3BKJP8", "price": "$50.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Aviditi 14 x 14 x 5 Corrugated Cardboard Boxes, Flat 14\"L x 14\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3UQYM", "price": "$53.33", "delivery": "FREE delivery Mon, May 5"},
  {"title": "AVIDITI 16 x 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00KFK3KYS", "price": "$30.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "PARTNERS BRAND 16 x 5 x 5 Corrugated Cardboard Boxes, Long 16\"L x 5\"W x 5\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D3BRO6K", "price": "$31.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 Corrugated Cardboard Boxes, 18\"L x 12\"W x 6\"H, Pack of 25 & TAPE LOGIC 16 x 12 x 4 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 4\"H, Pack of 25", "asin": "B0CTZYB6T6", "price": "$79.01", "delivery": "Delivery Tue, Apr 29"},
  {"title": "AVIDITI 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": "B00BT3JA30", "price": "$51.02", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 Corrugated Cardboard Boxes 25 Pack & BOX USA 18x14x12 Moving Boxes 10 Pack", "asin": "B0D413DFR5", "price": "$57.01", "delivery": "Delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 Corrugated Cardboard Boxes, 18\"L x 12\"W x 6\"H, Pack of 25 & BOX USA 12 x 6 x 4 Corrugated Cardboard Boxes, Long 12\"L x 6\"W x 4\"H, Pack of 25 | Shipping", "asin": "B0CW9343PC", "price": "$63.51", "delivery": "Delivery Tue, Apr 29"},
  {"title": "Partners Brand 18x12x6 & TAPE LOGIC 20x12x4 Corrugated Cardboard Boxes, Pack of 25", "asin": "B0D5QQ4RDZ", "price": "$84.01", "delivery": "Delivery Tue, Apr 29"},
  {"title": "Aviditi 16 x 14 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B00BT3W3J8", "price": "$55.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Partners Brand P1666 Long Corrugated Boxes, 16\"L x 6\"W x 6\"H, Kraft (Pack of 25)", "asin": "B01D3BS43W", "price": "$33.49", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "TAPE LOGIC 16 x 14 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 14\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01M991IFZ", "price": "$54.99", "delivery": "FREE delivery Tue, Apr 29"},
  {"title": "Medium Moving & Shipping Boxes 14x14x6 inches (10-Pack) - Extra Strength 200 lb vs Regular - Corrugated Heavy Duty Moving Boxes, Made in USA - Cardboard Moving Box by IDL Packaging", "asin": "B0CJMNSVQP", "price": "$55.95", "delivery": "Two-Day FREE delivery Sun, Apr 27 Only 4 left in stock - order soon."}]
  <|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": "2025-04-26T03:53:09.895Z", // 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>
  