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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
  {"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
  {"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days:  xxxooo"}
  {"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days:  xxxooo"}
  {"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
  {"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
  {"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
  {"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
  {"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
  {"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
  {"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
  {"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
  <|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.
  "product_details": [{"asin": "B0BNQFCPZY"},
  {"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"}],
  "product_quantity": [{"quantity": "1 "}],
  "promotion_items": [{"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
  {"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$89.99", "quantity": ""},
  {"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
  {"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$129.63", "quantity": ""},
  {"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 TN-229XL TN-229XLBK/C/M/Y Toner High Yield 4 Pack Use for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW Printer,TN229XXL with Chip", "asin": "B0DG23TL4F", "price": "$84.99", "quantity": ""},
  {"title": "Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack", "asin": "B07YGL9XTH", "price": "$152.49", "quantity": ""},
  {"title": "INK E-SALE TN229 TN229XL 229XL Compatible Toner Cartridge Replacement for Brother HL L3220CDW L3280CDW L3295CDW L3300CDW L8245CDW MFC L3720CDW L3765CDW L3780CDW L8395CDW Printers (4 Packs)", "asin": "B0DM22214Q", "price": "$139.99", "quantity": ""},
  {"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
  {"title": "TN229XL Compatible TN229XL High Yield Toner Cartridge 4-Pack Replacement for Brothe...", "asin": "B0DJ8VDF5C", "price": "$188.99", "quantity": ""},
  {"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-5 Pack)", "asin": "B0DMVRS3J7", "price": "$125.99", "quantity": ""},
  {"title": "TN229XL Toner Cartridges Compatible Replacement for Brother TN229XL TN-229XL TN-229...", "asin": "B0DXPTBJWG", "price": "$67.86", "quantity": ""},
  {"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
  {"title": "TN2294PK Toner Cartridge (with Chip) Replacement for Brother TN229 TN229XL Toner Ca...", "asin": "B0DG5J3P9X", "price": "$159.86", "quantity": ""},
  {"title": "TN229 TN229XL MFC-L3780CDW MFC-L3720CDW Toner Cartridges: Compatible for Brother HL-L3280CDW HL-L3220CDW TN-229XL TN 229XL 229 TN-229XLBK/C/M/Y HL-L3300CDW HL-L3295CDW Printer 4 Pack High Yield", "asin": "B0DG554693", "price": "$129.79", "quantity": ""}],
  "comparison_items": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
  {"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
  {"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$118.86"},
  {"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
  {"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$117.00"},
  {"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}]
  <|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": "2025-04-03T23:28:05.133Z", // 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
  {"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
  {"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days:  xxxooo"}
  {"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days:  xxxooo"}
  {"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
  {"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
  {"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
  {"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
  {"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
  {"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
  {"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
  {"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
  <|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.
  "product_details": [{"asin": "B0BNQFCPZY"},
  {"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"}],
  "product_quantity": [{"quantity": "1 "}],
  "promotion_items": [{"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
  {"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$89.99", "quantity": ""},
  {"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
  {"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$129.63", "quantity": ""},
  {"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 TN-229XL TN-229XLBK/C/M/Y Toner High Yield 4 Pack Use for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW Printer,TN229XXL with Chip", "asin": "B0DG23TL4F", "price": "$84.99", "quantity": ""},
  {"title": "Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack", "asin": "B07YGL9XTH", "price": "$152.49", "quantity": ""},
  {"title": "INK E-SALE TN229 TN229XL 229XL Compatible Toner Cartridge Replacement for Brother HL L3220CDW L3280CDW L3295CDW L3300CDW L8245CDW MFC L3720CDW L3765CDW L3780CDW L8395CDW Printers (4 Packs)", "asin": "B0DM22214Q", "price": "$139.99", "quantity": ""},
  {"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
  {"title": "TN229XL Compatible TN229XL High Yield Toner Cartridge 4-Pack Replacement for Brothe...", "asin": "B0DJ8VDF5C", "price": "$188.99", "quantity": ""},
  {"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-5 Pack)", "asin": "B0DMVRS3J7", "price": "$125.99", "quantity": ""},
  {"title": "TN229XL Toner Cartridges Compatible Replacement for Brother TN229XL TN-229XL TN-229...", "asin": "B0DXPTBJWG", "price": "$67.86", "quantity": ""},
  {"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
  {"title": "TN2294PK Toner Cartridge (with Chip) Replacement for Brother TN229 TN229XL Toner Ca...", "asin": "B0DG5J3P9X", "price": "$159.86", "quantity": ""},
  {"title": "TN229 TN229XL MFC-L3780CDW MFC-L3720CDW Toner Cartridges: Compatible for Brother HL-L3280CDW HL-L3220CDW TN-229XL TN 229XL 229 TN-229XLBK/C/M/Y HL-L3300CDW HL-L3295CDW Printer 4 Pack High Yield", "asin": "B0DG554693", "price": "$129.79", "quantity": ""}],
  "comparison_items": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
  {"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
  {"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$118.86"},
  {"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
  {"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$117.00"},
  {"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}]
  <|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": "2025-04-03T23:28:05.133Z", // 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": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
  {"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
  {"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days:  xxxooo"}
  {"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days:  xxxooo"}
  {"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
  {"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
  {"timestamp": "2025-03-26T00:33:14.167Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-26T00:33:25.026Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
  {"timestamp": "2025-03-27T00:55:40.828Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-27T00:55:43.515Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
  {"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
  {"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
  {"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
  {"timestamp": "2025-04-01T23:13:36.525Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-01T23:14:06.270Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
  {"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
  <|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.
  "product_details": [{"asin": "B0BNQFCPZY"},
  {"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"}],
  "product_quantity": [{"quantity": "1 "}],
  "promotion_items": [{"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
  {"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$89.99", "quantity": ""},
  {"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
  {"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$129.63", "quantity": ""},
  {"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 TN-229XL TN-229XLBK/C/M/Y Toner High Yield 4 Pack Use for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW Printer,TN229XXL with Chip", "asin": "B0DG23TL4F", "price": "$84.99", "quantity": ""},
  {"title": "Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack", "asin": "B07YGL9XTH", "price": "$152.49", "quantity": ""},
  {"title": "INK E-SALE TN229 TN229XL 229XL Compatible Toner Cartridge Replacement for Brother HL L3220CDW L3280CDW L3295CDW L3300CDW L8245CDW MFC L3720CDW L3765CDW L3780CDW L8395CDW Printers (4 Packs)", "asin": "B0DM22214Q", "price": "$139.99", "quantity": ""},
  {"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
  {"title": "TN229XL Compatible TN229XL High Yield Toner Cartridge 4-Pack Replacement for Brothe...", "asin": "B0DJ8VDF5C", "price": "$188.99", "quantity": ""},
  {"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-5 Pack)", "asin": "B0DMVRS3J7", "price": "$125.99", "quantity": ""},
  {"title": "TN229XL Toner Cartridges Compatible Replacement for Brother TN229XL TN-229XL TN-229...", "asin": "B0DXPTBJWG", "price": "$67.86", "quantity": ""},
  {"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
  {"title": "TN2294PK Toner Cartridge (with Chip) Replacement for Brother TN229 TN229XL Toner Ca...", "asin": "B0DG5J3P9X", "price": "$159.86", "quantity": ""},
  {"title": "TN229 TN229XL MFC-L3780CDW MFC-L3720CDW Toner Cartridges: Compatible for Brother HL-L3280CDW HL-L3220CDW TN-229XL TN 229XL 229 TN-229XLBK/C/M/Y HL-L3300CDW HL-L3295CDW Printer 4 Pack High Yield", "asin": "B0DG554693", "price": "$129.79", "quantity": ""}],
  "comparison_items": [{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
  {"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
  {"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$118.86"},
  {"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
  {"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$117.00"},
  {"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}]
  <|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": "2025-04-03T23:28:05.133Z", // 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>
  