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": "2025-04-29T16:14:07.634Z", "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"}
  {"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"}
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  {"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"}
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  {"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"}
  {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
  {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
  {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
  {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
  {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T02:14:12.990Z", "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": "women+professional+pants"}],
  "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
  {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}],
  "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"},
  {"price": "$39.99"},
  {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."},
  {"asin": "B0CN8H29FR"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Fit Type": "Short 28 Inches"},
  {"Size": "XX-Small"},
  {"Color": "28\" Black"}],
  "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""},
  {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""},
  {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
  {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
  {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
  {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
  {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""},
  {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""},
  {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
  {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
  {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
  {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
  {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
  {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-05-05T02:14:37.031Z", // 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": "2025-04-29T16:14:07.634Z", "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"}
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  {"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"}
  {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
  {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
  {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
  {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
  {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T02:14:12.990Z", "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": "women+professional+pants"}],
  "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
  {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}],
  "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"},
  {"price": "$39.99"},
  {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."},
  {"asin": "B0CN8H29FR"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Fit Type": "Short 28 Inches"},
  {"Size": "XX-Small"},
  {"Color": "28\" Black"}],
  "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""},
  {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""},
  {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
  {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
  {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
  {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
  {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""},
  {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""},
  {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
  {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
  {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
  {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
  {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
  {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-05-05T02:14:37.031Z", // 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": "2025-04-29T16:14:07.634Z", "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"}
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  {"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"}
  {"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
  {"timestamp": "2025-05-02T03:51:58.705Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
  {"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
  {"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
  {"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-05T02:14:12.990Z", "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": "women+professional+pants"}],
  "cart_items": [{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
  {"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}],
  "product_details": [{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"},
  {"price": "$39.99"},
  {"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."},
  {"asin": "B0CN8H29FR"}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Fit Type": "Short 28 Inches"},
  {"Size": "XX-Small"},
  {"Color": "28\" Black"}],
  "promotion_items": [{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""},
  {"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""},
  {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
  {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
  {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
  {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
  {"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""},
  {"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""},
  {"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
  {"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
  {"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
  {"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
  {"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
  {"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-05-05T02:14:37.031Z", // 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>
  