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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
  {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
  {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
  {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
  {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
  {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
  {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
  {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
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  {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"}
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  {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
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  {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
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  {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
  <|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": ""}]
  <|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": "2025-05-02T03:51:58.405Z", // 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
  {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
  {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
  {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
  {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
  {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
  {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
  {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
  <|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": ""}]
  <|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": "2025-05-02T03:51:58.405Z", // 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": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
  {"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
  {"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
  {"timestamp": "2025-04-15T18:05:44.746Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-15T18:05:48.228Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
  {"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
  {"timestamp": "2025-04-29T16:14:41.116Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
  {"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
  {"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
  {"timestamp": "2025-05-02T03:35:11.884Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
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  {"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
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  {"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
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  {"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
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  {"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
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  {"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
  <|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": ""}]
  <|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": "2025-05-02T03:51:58.405Z", // 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>
  