<|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": "2025-04-14T01:42:10.423Z", "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"}
{"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"}
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{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
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{"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"}
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{"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"}
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{"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"}
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{"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"}
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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"}
<|memory_end|>

<|action_start|>
{"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"}
<|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+tops"}],
"product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"},
{"price": "$14.99"},
{"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."},
{"asin": "B0DSG2LCX2"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "XX-Small"},
{"Color": "5288_navy Blue"}],
"promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Satin Blouses for Women Silk Button Down Shirts Casual Long Sleeve Shirt Business Office Work Tunic Tops Coffee Medium", "asin": "B0DDPRCRF1", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse", "asin": "B0C5R2L633", "price": "$26.99", "quantity": ""},
{"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""},
{"title": "Ruisin Women's Dressy Long Sleeve Button-Down Shirt, Wrinkle-Free Work Blouse, Wine Red - Size M", "asin": "B09K3M35ZP", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""},
{"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "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": "2025-05-05T01:59:49.891Z", // 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>

user
<|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": "2025-04-14T01:42:10.423Z", "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"}
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{"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"}
<|memory_end|>

<|action_start|>
{"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"}
<|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+tops"}],
"product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"},
{"price": "$14.99"},
{"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."},
{"asin": "B0DSG2LCX2"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "XX-Small"},
{"Color": "5288_navy Blue"}],
"promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Satin Blouses for Women Silk Button Down Shirts Casual Long Sleeve Shirt Business Office Work Tunic Tops Coffee Medium", "asin": "B0DDPRCRF1", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse", "asin": "B0C5R2L633", "price": "$26.99", "quantity": ""},
{"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""},
{"title": "Ruisin Women's Dressy Long Sleeve Button-Down Shirt, Wrinkle-Free Work Blouse, Wine Red - Size M", "asin": "B09K3M35ZP", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""},
{"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "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": "2025-05-05T01:59:49.891Z", // 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>

<answer>{"timestamp": "2025-05-05T01:59:49.891Z","action": "purchase","acion_argument": "B0DSG2LCX2",}</answer>
rule
<answer>{"timestamp": "2025-05-05T01:59:49.891Z","action": "purchase","acion_argument": "B0DSG2LCX2",}</answer>
<|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": "2025-04-14T01:42:10.423Z", "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"}
{"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"}
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{"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"}
<|memory_end|>

<|action_start|>
{"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"}
<|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+tops"}],
"product_details": [{"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"},
{"price": "$14.99"},
{"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."},
{"asin": "B0DSG2LCX2"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "XX-Small"},
{"Color": "5288_navy Blue"}],
"promotion_items": [{"title": "", "asin": "", "price": "$45.46", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Satin Blouses for Women Silk Button Down Shirts Casual Long Sleeve Shirt Business Office Work Tunic Tops Coffee Medium", "asin": "B0DDPRCRF1", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse", "asin": "B0C5R2L633", "price": "$26.99", "quantity": ""},
{"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""},
{"title": "Ruisin Women's Dressy Long Sleeve Button-Down Shirt, Wrinkle-Free Work Blouse, Wine Red - Size M", "asin": "B09K3M35ZP", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""},
{"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "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": "2025-05-05T01:59:49.891Z", // 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>

train