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": "2025-04-24T21:37:08.491Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-24T21:37:16.072Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-25T00:05:38.594Z", "action": "input", "action_argument": "earphones"}
  {"timestamp": "2025-04-25T00:05:38.921Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-25T00:05:52.763Z", "action": "click_product", "action_argument": "B0D9ML2N4G"}
  {"timestamp": "2025-04-25T01:23:46.343Z", "action": "input", "action_argument": "kindle"}
  {"timestamp": "2025-04-25T01:23:46.825Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-25T01:23:54.090Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-25T01:24:37.281Z", "action": "click_product", "action_argument": "B0DB2RG2C5"}
  {"timestamp": "2025-04-25T02:06:12.393Z", "action": "input", "action_argument": "dslr"}
  {"timestamp": "2025-04-25T02:06:12.611Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-27T04:00:52.534Z", "action": "input", "action_argument": "jewel thief"}
  {"timestamp": "2025-04-27T04:13:28.089Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-27T04:14:06.174Z", "action": "purchase", "action_argument": "B0B5HTX7YW"}
  {"timestamp": "2025-04-27T04:14:43.685Z", "action": "input", "action_argument": "oral b io"}
  {"timestamp": "2025-04-27T04:14:44.005Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:16.622Z", "action": "input", "action_argument": "funko"}
  {"timestamp": "2025-04-28T01:30:16.880Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:23.218Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T01:32:03.377Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T18:50:21.911Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T18:50:28.697Z", "action": "input", "action_argument": "polaroid go travel"}
  {"timestamp": "2025-04-28T18:50:28.925Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-28T18:50:47.403Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  {"timestamp": "2025-04-28T18:51:14.904Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-28T18:51:43.044Z", "action": "purchase", "action_argument": "B09GM4GFWV"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"}
  {"timestamp": "2025-04-30T14:19:57.147Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-30T14:20:06.621Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  <|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": "polaroid go case"}],
  "cart_items": [{"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"}],
  "promotion_items": [{"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) ", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": ""},
  {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) ", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black ", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""},
  {"title": "ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) ", "asin": "B0CDLR5NBH", "price": "$13.99", "quantity": ""},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) ", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""}],
  "search_results": [{"title": "Go Camera Bag", "asin": "B09DRGCC13", "price": "$26.87", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)", "asin": "B09731BWHQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue", "asin": "B0D6V976CM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\uff08Black\uff09", "asin": "B09WR8S1S7", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon."},
  {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.", "asin": "B09Y1ZSGFR", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera", "asin": "B096MJ9LYK", "price": "$19.77", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Box Camera Bag, Black", "asin": "B08DDGP6HW", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-DayFREE delivery Tomorrow, May 1"},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon."},
  {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only", "asin": "B09QFQJSDR", "price": "$11.63", "delivery": " Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon."},
  {"title": "polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\uff08Black\uff09(Case Only)", "asin": "B0D99SFRHV", "price": "$14.98", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-DayFREE delivery Fri, May 2"},
  {"title": "Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \uff08Gradient\uff09", "asin": "B09WR9LJ52", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)", "asin": "B09FLHPXZS", "price": "$14.00", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-DayFREE delivery Tomorrow, May 1"},
  {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-DayFREE delivery Fri, May 2"}]
  <|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": "2025-04-30T14:20:49.349Z", // 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": "2025-04-24T21:37:08.491Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-24T21:37:16.072Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-25T00:05:38.594Z", "action": "input", "action_argument": "earphones"}
  {"timestamp": "2025-04-25T00:05:38.921Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-25T00:05:52.763Z", "action": "click_product", "action_argument": "B0D9ML2N4G"}
  {"timestamp": "2025-04-25T01:23:46.343Z", "action": "input", "action_argument": "kindle"}
  {"timestamp": "2025-04-25T01:23:46.825Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-25T01:23:54.090Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-25T01:24:37.281Z", "action": "click_product", "action_argument": "B0DB2RG2C5"}
  {"timestamp": "2025-04-25T02:06:12.393Z", "action": "input", "action_argument": "dslr"}
  {"timestamp": "2025-04-25T02:06:12.611Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-27T04:00:52.534Z", "action": "input", "action_argument": "jewel thief"}
  {"timestamp": "2025-04-27T04:13:28.089Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-27T04:14:06.174Z", "action": "purchase", "action_argument": "B0B5HTX7YW"}
  {"timestamp": "2025-04-27T04:14:43.685Z", "action": "input", "action_argument": "oral b io"}
  {"timestamp": "2025-04-27T04:14:44.005Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:16.622Z", "action": "input", "action_argument": "funko"}
  {"timestamp": "2025-04-28T01:30:16.880Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:23.218Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T01:32:03.377Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T18:50:21.911Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T18:50:28.697Z", "action": "input", "action_argument": "polaroid go travel"}
  {"timestamp": "2025-04-28T18:50:28.925Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-28T18:50:47.403Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  {"timestamp": "2025-04-28T18:51:14.904Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-28T18:51:43.044Z", "action": "purchase", "action_argument": "B09GM4GFWV"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"}
  {"timestamp": "2025-04-30T14:19:57.147Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-30T14:20:06.621Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  <|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": "polaroid go case"}],
  "cart_items": [{"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"}],
  "promotion_items": [{"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) ", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": ""},
  {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) ", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black ", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""},
  {"title": "ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) ", "asin": "B0CDLR5NBH", "price": "$13.99", "quantity": ""},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) ", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""}],
  "search_results": [{"title": "Go Camera Bag", "asin": "B09DRGCC13", "price": "$26.87", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)", "asin": "B09731BWHQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue", "asin": "B0D6V976CM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\uff08Black\uff09", "asin": "B09WR8S1S7", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon."},
  {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.", "asin": "B09Y1ZSGFR", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera", "asin": "B096MJ9LYK", "price": "$19.77", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Box Camera Bag, Black", "asin": "B08DDGP6HW", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-DayFREE delivery Tomorrow, May 1"},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon."},
  {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only", "asin": "B09QFQJSDR", "price": "$11.63", "delivery": " Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon."},
  {"title": "polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\uff08Black\uff09(Case Only)", "asin": "B0D99SFRHV", "price": "$14.98", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-DayFREE delivery Fri, May 2"},
  {"title": "Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \uff08Gradient\uff09", "asin": "B09WR9LJ52", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)", "asin": "B09FLHPXZS", "price": "$14.00", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-DayFREE delivery Tomorrow, May 1"},
  {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-DayFREE delivery Fri, May 2"}]
  <|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": "2025-04-30T14:20:49.349Z", // 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": "2025-04-24T21:37:08.491Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-24T21:37:16.072Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-25T00:05:38.594Z", "action": "input", "action_argument": "earphones"}
  {"timestamp": "2025-04-25T00:05:38.921Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-25T00:05:52.763Z", "action": "click_product", "action_argument": "B0D9ML2N4G"}
  {"timestamp": "2025-04-25T01:23:46.343Z", "action": "input", "action_argument": "kindle"}
  {"timestamp": "2025-04-25T01:23:46.825Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-25T01:23:54.090Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-25T01:24:37.281Z", "action": "click_product", "action_argument": "B0DB2RG2C5"}
  {"timestamp": "2025-04-25T02:06:12.393Z", "action": "input", "action_argument": "dslr"}
  {"timestamp": "2025-04-25T02:06:12.611Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-27T04:00:52.534Z", "action": "input", "action_argument": "jewel thief"}
  {"timestamp": "2025-04-27T04:13:28.089Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-27T04:14:06.174Z", "action": "purchase", "action_argument": "B0B5HTX7YW"}
  {"timestamp": "2025-04-27T04:14:43.685Z", "action": "input", "action_argument": "oral b io"}
  {"timestamp": "2025-04-27T04:14:44.005Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:16.622Z", "action": "input", "action_argument": "funko"}
  {"timestamp": "2025-04-28T01:30:16.880Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:23.218Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T01:32:03.377Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T18:50:21.911Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T18:50:28.697Z", "action": "input", "action_argument": "polaroid go travel"}
  {"timestamp": "2025-04-28T18:50:28.925Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-28T18:50:47.403Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  {"timestamp": "2025-04-28T18:51:14.904Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-28T18:51:43.044Z", "action": "purchase", "action_argument": "B09GM4GFWV"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"}
  {"timestamp": "2025-04-30T14:19:57.147Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-30T14:20:06.621Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  <|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": "polaroid go case"}],
  "cart_items": [{"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"}],
  "promotion_items": [{"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey) ", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": ""},
  {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black) ", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - Black ", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""},
  {"title": "ANKHOH Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only) ", "asin": "B0CDLR5NBH", "price": "$13.99", "quantity": ""},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Black) ", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""}],
  "search_results": [{"title": "Go Camera Bag", "asin": "B09DRGCC13", "price": "$26.87", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag (Black)", "asin": "B09731BWHQ", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Carrying Case for Polaroid Go Generation 2 / Polaroid Go Mini Instant Camera, Polaroid Go Gen 2 Camera Travel Storage Bag With Extra Space for Photo Films, Charging Cables, Blue", "asin": "B0D6V976CM", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Case Album for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag\uff08Black\uff09", "asin": "B09WR8S1S7", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-DayFREE delivery Tomorrow, May 1Only 8 left in stock - order soon."},
  {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Hard Travel Case Replacement for Polaroid Go (9035/9071/9070) / Polaroid Go Generation 2 - Mini Instant Film Camera(9147/9096/9098/9097), Case Only.", "asin": "B09Y1ZSGFR", "price": "$16.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Go Color Film - Double Pack (16 Photos) (6017) - Only Compatible with Polaroid Go Camera", "asin": "B096MJ9LYK", "price": "$19.77", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Box Camera Bag, Black", "asin": "B08DDGP6HW", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "delivery": " One-DayFREE delivery Tomorrow, May 1"},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Polaroid Go 9035/9071/ 9070 Storage Case Travel Carry Bag with Wrist Band - White", "asin": "B0D4Z57MCV", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 1 Only 8 left in stock - order soon."},
  {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Hard Portable Case Compatible with Polaroid Go Instant Mini Camera (9035), Case Only", "asin": "B09QFQJSDR", "price": "$11.63", "delivery": " Two-Day FREE delivery Fri, May 2 Only 1 left in stock - order soon."},
  {"title": "polaroid go case Compatible with Polaroid Go Generation 2 - Mini Instant Camera,Travel Storage Bag for Polaroid Go Camera and Film Accessories\uff08Black\uff09(Case Only)", "asin": "B0D99SFRHV", "price": "$14.98", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Case Compatible with Polaroid Go Generation 2 Gen 2/9035/9071/9070 Instant Print Camera, Film Cameras Storage with Mesh Pocket for Color Films, Stickers (Box Only)", "asin": "B0CDLR5NBH", "price": "$13.99", "delivery": " Two-DayFREE delivery Fri, May 2"},
  {"title": "Camera case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Carry Travel Cover Storage Bag \uff08Gradient\uff09", "asin": "B09WR9LJ52", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 1"},
  {"title": "Go Pocket Photo Album - Black - For Polaroid Go Format Photos - Displays 36 Go Photos (6164)", "asin": "B09FLHPXZS", "price": "$14.00", "delivery": " Two-Day FREE delivery Fri, May 2"},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for Polaroids Go Camera and Film Accessories (Whtie)", "asin": "B0DG8JX2TD", "price": "$9.99", "delivery": " One-DayFREE delivery Tomorrow, May 1"},
  {"title": "YINKE Pocket Photo Album for Polaroid Go Film and Polaroid Go Instant Mini Camera, Portable Travel Protective Photo Album Case Holds 40 Photos(Black)", "asin": "B07KXR4ZPW", "price": "$11.99", "delivery": " Two-DayFREE delivery Fri, May 2"}]
  <|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": "2025-04-30T14:20:49.349Z", // 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>
  