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"}
  {"timestamp": "2025-04-30T14:20:49.349Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  <|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"}],
  "product_details": [{"asin": "B09GM4GFWV"},
  {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)"},
  {"price": "$16.14"},
  {"bullet_list": "\u3010Only Case\u3011This case is specially designed for Polaroid Go Instant Mini Camera, Perfectly carry and store your Polaroid GO Camera and Film, USB cable and photo accessories. \u3010Ultra Protection\u3011Fix your device and accessories well, hard shell can effectively absorb impacts and reduce damages caused by accidentally bumping, keep your device scratch-free when you store and carry your device. \u3010Storage\u3011Replacement for Polaroid Go instant Camera, built-in mesh bags for holding different accessories, the case features two internal mesh pockets to separately store your films and USB cable. With one hand strap, you can take your Go camera and accessories anywhere, very easy to carrying the device during travelling, give you better printing experience and feel. \u3010High Quality\u3011Made of high-quality EVA, case with strong zipper and hand strap. \u3010Case Only\u3011Package only includes 1* hard case (the device and accessories are not included), hard case will be a great replacement to protect your camera and store the accessories"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Grey"}],
  "promotion_items": [{"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...", "asin": "B0DG8JX2TD", "price": "$9.99", "quantity": ""},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...", "asin": "B0D4Z57MCV", "price": "$14.99", "quantity": ""},
  {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""},
  {"title": "khanka 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": "B094HX3CVJ", "price": "$18.99", "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": "Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""},
  {"title": "FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories", "asin": "B08PYLK3Y8", "price": "$23.99", "quantity": ""},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""},
  {"title": "khanka 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": "B0B58C5RRX", "price": "$17.99", "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 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""},
  {"title": "Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""},
  {"title": "FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories", "asin": "B08PYLK3Y8", "price": "$23.99", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-30T14:20:53.395Z", // 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"}
  {"timestamp": "2025-04-30T14:20:49.349Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  <|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"}],
  "product_details": [{"asin": "B09GM4GFWV"},
  {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)"},
  {"price": "$16.14"},
  {"bullet_list": "\u3010Only Case\u3011This case is specially designed for Polaroid Go Instant Mini Camera, Perfectly carry and store your Polaroid GO Camera and Film, USB cable and photo accessories. \u3010Ultra Protection\u3011Fix your device and accessories well, hard shell can effectively absorb impacts and reduce damages caused by accidentally bumping, keep your device scratch-free when you store and carry your device. \u3010Storage\u3011Replacement for Polaroid Go instant Camera, built-in mesh bags for holding different accessories, the case features two internal mesh pockets to separately store your films and USB cable. With one hand strap, you can take your Go camera and accessories anywhere, very easy to carrying the device during travelling, give you better printing experience and feel. \u3010High Quality\u3011Made of high-quality EVA, case with strong zipper and hand strap. \u3010Case Only\u3011Package only includes 1* hard case (the device and accessories are not included), hard case will be a great replacement to protect your camera and store the accessories"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Grey"}],
  "promotion_items": [{"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...", "asin": "B0DG8JX2TD", "price": "$9.99", "quantity": ""},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...", "asin": "B0D4Z57MCV", "price": "$14.99", "quantity": ""},
  {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""},
  {"title": "khanka 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": "B094HX3CVJ", "price": "$18.99", "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": "Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""},
  {"title": "FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories", "asin": "B08PYLK3Y8", "price": "$23.99", "quantity": ""},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""},
  {"title": "khanka 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": "B0B58C5RRX", "price": "$17.99", "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 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""},
  {"title": "Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""},
  {"title": "FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories", "asin": "B08PYLK3Y8", "price": "$23.99", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-30T14:20:53.395Z", // 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"}
  {"timestamp": "2025-04-30T14:20:49.349Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  <|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"}],
  "product_details": [{"asin": "B09GM4GFWV"},
  {"title": "Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)"},
  {"price": "$16.14"},
  {"bullet_list": "\u3010Only Case\u3011This case is specially designed for Polaroid Go Instant Mini Camera, Perfectly carry and store your Polaroid GO Camera and Film, USB cable and photo accessories. \u3010Ultra Protection\u3011Fix your device and accessories well, hard shell can effectively absorb impacts and reduce damages caused by accidentally bumping, keep your device scratch-free when you store and carry your device. \u3010Storage\u3011Replacement for Polaroid Go instant Camera, built-in mesh bags for holding different accessories, the case features two internal mesh pockets to separately store your films and USB cable. With one hand strap, you can take your Go camera and accessories anywhere, very easy to carrying the device during travelling, give you better printing experience and feel. \u3010High Quality\u3011Made of high-quality EVA, case with strong zipper and hand strap. \u3010Case Only\u3011Package only includes 1* hard case (the device and accessories are not included), hard case will be a great replacement to protect your camera and store the accessories"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Grey"}],
  "promotion_items": [{"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...", "asin": "B0DG8JX2TD", "price": "$9.99", "quantity": ""},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...", "asin": "B0D4Z57MCV", "price": "$14.99", "quantity": ""},
  {"title": "Case for Polaroid Go 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""},
  {"title": "khanka 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": "B094HX3CVJ", "price": "$18.99", "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": "Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""},
  {"title": "FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories", "asin": "B08PYLK3Y8", "price": "$23.99", "quantity": ""},
  {"title": "Case for Polaroid Go Gen 2/ PolaroidGo Mini Instant Camera, Travel Storage Bag for ...", "asin": "B0DG8JKVKY", "price": "$12.99", "quantity": ""},
  {"title": "Protective Case for Polaroid Go Instant Film Camera - Camera Bag Compatible with Po...", "asin": "B0CLD2WH8C", "price": "$14.99", "quantity": ""},
  {"title": "khanka 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": "B0B58C5RRX", "price": "$17.99", "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 9035/9071/9070 Instant Mini Camera, Hard Organizer Portable Ca...", "asin": "B09731BWHQ", "price": "$16.99", "quantity": ""},
  {"title": "Yinke Case for Polaroid Originals Now+/ Onestep 2 VF/Now I-Type/OneStep+ Instant Ca...", "asin": "B08D765RJ8", "price": "$17.99", "quantity": ""},
  {"title": "FINTIE Camera Bag Compatible with Polaroid Now+ Generation 3rd/2nd/1st I-Type, Polaroid Flip, OneStep 2 VF, I-2 Instant Film Camera Travel Shoulder Case with Adjustable Strap Accessories", "asin": "B08PYLK3Y8", "price": "$23.99", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-30T14:20:53.395Z", // 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>
  