<|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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}

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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T22:32:56.826Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T22:35:19.096Z", "action": "click_product", "action_argument": "B01JNLTTKS"}
{"timestamp": "2025-04-12T22:36:22.001Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:36:35.838Z", "action": "click_product", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T22:36:56.889Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
{"timestamp": "2025-04-15T00:01:22.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:24.628Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:27.087Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:28.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:30.747Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:32.006Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:39.706Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:09.093Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:28.536Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:34.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:34.917Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:36.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:37.002Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:37.618Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:38.569Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:39.793Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:44.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:40:41.096Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:41:56.280Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T00:50:04.482Z", "action": "input", "action_argument": "1/4\" TRS to RCA cable"}
{"timestamp": "2025-04-15T00:50:53.291Z", "action": "click_product", "action_argument": "B08TTJ1JS6"}
{"timestamp": "2025-04-15T00:52:13.197Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:23.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:25.666Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:27.137Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:33.025Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:38.013Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:43.624Z", "action": "input", "action_argument": "1/4\" TRS to RCA cable"}
{"timestamp": "2025-04-15T00:56:33.567Z", "action": "input", "action_argument": "2 TRS to 2 RCA cable"}
{"timestamp": "2025-04-15T00:59:08.456Z", "action": "input", "action_argument": "1/4\" TRS to RCA"}
{"timestamp": "2025-04-15T00:59:38.765Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:59:54.307Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:25.388Z", "action": "click_product", "action_argument": "B07G59NMWF"}
{"timestamp": "2025-04-15T01:00:29.647Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:32.403Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:39.851Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:41.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:44.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:47.085Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:51.169Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:01:33.560Z", "action": "click_product", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T01:01:57.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:00.033Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:03.341Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:07.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:11.592Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:14.216Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:04:10.756Z", "action": "input", "action_argument": " TRS cable"}
{"timestamp": "2025-04-15T01:05:30.122Z", "action": "click_product", "action_argument": "B004NCS2SS"}
{"timestamp": "2025-04-15T01:05:49.598Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:05:59.363Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:00.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:08.056Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:09.758Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:11.708Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:13.637Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:19.599Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:23.137Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:27.302Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:29.551Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:08:34.508Z", "action": "input", "action_argument": "1/4\" TS to RCA"}
{"timestamp": "2025-04-15T01:08:49.360Z", "action": "click_product", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T01:13:15.680Z", "action": "purchase", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T01:34:06.504Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T01:34:59.243Z", "action": "purchase", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T23:38:33.887Z", "action": "input", "action_argument": "downspout"}
{"timestamp": "2025-04-15T23:38:33.975Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:39:55.218Z", "action": "click_product", "action_argument": "B0BH2JFH9R"}
{"timestamp": "2025-04-15T23:41:06.622Z", "action": "click_product", "action_argument": "B0C8LWPKB2"}
{"timestamp": "2025-04-15T23:42:38.014Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T23:42:39.659Z", "action": "purchase", "action_argument": "B0C8LWPKB2"}
{"timestamp": "2025-04-15T23:42:43.660Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T23:46:12.126Z", "action": "input", "action_argument": "gutter extension"}
{"timestamp": "2025-04-15T23:47:00.629Z", "action": "input", "action_argument": "downspout extension"}
{"timestamp": "2025-04-15T23:51:02.152Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T23:51:12.609Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T23:51:58.531Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T23:52:59.956Z", "action": "input", "action_argument": "2 in. x 3 in. x 10 ft. White Aluminum Downspout"}
{"timestamp": "2025-04-15T23:53:04.973Z", "action": "click_product", "action_argument": "B000DZCZLE"}
{"timestamp": "2025-04-15T23:53:22.413Z", "action": "click_product", "action_argument": "B005KBUSMY"}
{"timestamp": "2025-04-15T23:53:32.029Z", "action": "click_product", "action_argument": "B000DZCZLE"}
{"timestamp": "2025-04-15T23:53:34.437Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-17T15:06:54.332Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T15:07:07.744Z", "action": "input", "action_argument": "garden hose"}
{"timestamp": "2025-04-23T15:57:04.323Z", "action": "input", "action_argument": "garden hose"}
{"timestamp": "2025-04-23T15:58:52.261Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-23T15:59:34.557Z", "action": "input", "action_argument": "garden hose 25 feet"}
{"timestamp": "2025-04-23T15:59:34.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T16:03:23.248Z", "action": "click_product", "action_argument": "B0DQL7745W"}
{"timestamp": "2025-04-23T16:04:11.845Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T16:04:17.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T16:04:52.610Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T16:05:00.982Z", "action": "purchase", "action_argument": "B0DQL7745W"}
{"timestamp": "2025-04-23T16:05:12.008Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-23T16:05:17.605Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T16:05:39.968Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-23T16:05:39.988Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-23T16:05:44.056Z", "action": "purchase", "action_argument": "B0DQL7745W"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-27T22:51:16.855Z", "action": "input", "action_argument": "lime for lawn"}
<|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.
{

}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-27T23:11:24.720Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}

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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T22:32:56.826Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T22:35:19.096Z", "action": "click_product", "action_argument": "B01JNLTTKS"}
{"timestamp": "2025-04-12T22:36:22.001Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:36:35.838Z", "action": "click_product", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T22:36:56.889Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
{"timestamp": "2025-04-15T00:01:22.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:24.628Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:27.087Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:28.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:30.747Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:32.006Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:39.706Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:09.093Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:28.536Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:34.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:34.917Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:36.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:37.002Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:37.618Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:38.569Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:39.793Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:44.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:40:41.096Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:41:56.280Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T00:50:04.482Z", "action": "input", "action_argument": "1/4\" TRS to RCA cable"}
{"timestamp": "2025-04-15T00:50:53.291Z", "action": "click_product", "action_argument": "B08TTJ1JS6"}
{"timestamp": "2025-04-15T00:52:13.197Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:23.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:25.666Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:27.137Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:33.025Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:38.013Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:43.624Z", "action": "input", "action_argument": "1/4\" TRS to RCA cable"}
{"timestamp": "2025-04-15T00:56:33.567Z", "action": "input", "action_argument": "2 TRS to 2 RCA cable"}
{"timestamp": "2025-04-15T00:59:08.456Z", "action": "input", "action_argument": "1/4\" TRS to RCA"}
{"timestamp": "2025-04-15T00:59:38.765Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:59:54.307Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:25.388Z", "action": "click_product", "action_argument": "B07G59NMWF"}
{"timestamp": "2025-04-15T01:00:29.647Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:32.403Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:39.851Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:41.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:44.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:47.085Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:51.169Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:01:33.560Z", "action": "click_product", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T01:01:57.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:00.033Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:03.341Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:07.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:11.592Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:14.216Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:04:10.756Z", "action": "input", "action_argument": " TRS cable"}
{"timestamp": "2025-04-15T01:05:30.122Z", "action": "click_product", "action_argument": "B004NCS2SS"}
{"timestamp": "2025-04-15T01:05:49.598Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:05:59.363Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:00.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:08.056Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:09.758Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:11.708Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:13.637Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:19.599Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:23.137Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:27.302Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:29.551Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:08:34.508Z", "action": "input", "action_argument": "1/4\" TS to RCA"}
{"timestamp": "2025-04-15T01:08:49.360Z", "action": "click_product", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T01:13:15.680Z", "action": "purchase", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T01:34:06.504Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T01:34:59.243Z", "action": "purchase", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T23:38:33.887Z", "action": "input", "action_argument": "downspout"}
{"timestamp": "2025-04-15T23:38:33.975Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:39:55.218Z", "action": "click_product", "action_argument": "B0BH2JFH9R"}
{"timestamp": "2025-04-15T23:41:06.622Z", "action": "click_product", "action_argument": "B0C8LWPKB2"}
{"timestamp": "2025-04-15T23:42:38.014Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T23:42:39.659Z", "action": "purchase", "action_argument": "B0C8LWPKB2"}
{"timestamp": "2025-04-15T23:42:43.660Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T23:46:12.126Z", "action": "input", "action_argument": "gutter extension"}
{"timestamp": "2025-04-15T23:47:00.629Z", "action": "input", "action_argument": "downspout extension"}
{"timestamp": "2025-04-15T23:51:02.152Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T23:51:12.609Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T23:51:58.531Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T23:52:59.956Z", "action": "input", "action_argument": "2 in. x 3 in. x 10 ft. White Aluminum Downspout"}
{"timestamp": "2025-04-15T23:53:04.973Z", "action": "click_product", "action_argument": "B000DZCZLE"}
{"timestamp": "2025-04-15T23:53:22.413Z", "action": "click_product", "action_argument": "B005KBUSMY"}
{"timestamp": "2025-04-15T23:53:32.029Z", "action": "click_product", "action_argument": "B000DZCZLE"}
{"timestamp": "2025-04-15T23:53:34.437Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-17T15:06:54.332Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T15:07:07.744Z", "action": "input", "action_argument": "garden hose"}
{"timestamp": "2025-04-23T15:57:04.323Z", "action": "input", "action_argument": "garden hose"}
{"timestamp": "2025-04-23T15:58:52.261Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-23T15:59:34.557Z", "action": "input", "action_argument": "garden hose 25 feet"}
{"timestamp": "2025-04-23T15:59:34.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T16:03:23.248Z", "action": "click_product", "action_argument": "B0DQL7745W"}
{"timestamp": "2025-04-23T16:04:11.845Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T16:04:17.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T16:04:52.610Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T16:05:00.982Z", "action": "purchase", "action_argument": "B0DQL7745W"}
{"timestamp": "2025-04-23T16:05:12.008Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-23T16:05:17.605Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T16:05:39.968Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-23T16:05:39.988Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-23T16:05:44.056Z", "action": "purchase", "action_argument": "B0DQL7745W"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-27T22:51:16.855Z", "action": "input", "action_argument": "lime for lawn"}
<|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.
{

}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-27T23:11:24.720Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"

<|im_end|>
<|im_start|>assistant
<think>

<|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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}

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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-07T16:09:01.555Z", "action": "input", "action_argument": "a book of stranger"}
{"timestamp": "2025-04-07T16:09:25.241Z", "action": "click_product", "action_argument": "0887069916"}
{"timestamp": "2025-04-07T16:19:22.361Z", "action": "input", "action_argument": "power of stranger"}
{"timestamp": "2025-04-07T16:19:30.051Z", "action": "click_product", "action_argument": "1984855778"}
{"timestamp": "2025-04-07T16:23:07.364Z", "action": "purchase", "action_argument": "1984855778"}
{"timestamp": "2025-04-12T13:25:10.640Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:49.122Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:51.567Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:56.998Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:57.641Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.257Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:58.969Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:25:59.514Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:00.072Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:04.918Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:05.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T13:26:06.454Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T17:45:22.740Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T17:45:55.421Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T18:59:35.391Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:02:57.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:03:33.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T20:53:10.014Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:40.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:58:51.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T20:59:41.893Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:05:45.951Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:06:03.839Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:10:25.789Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:00.316Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:11:03.487Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:14:34.232Z", "action": "purchase", "action_argument": "B09SQB4BVX"}
{"timestamp": "2025-04-12T21:17:47.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:17:56.160Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:18:52.172Z", "action": "purchase", "action_argument": "B00IBIVL42"}
{"timestamp": "2025-04-12T21:20:03.946Z", "action": "input", "action_argument": "ts7200"}
{"timestamp": "2025-04-12T21:20:08.337Z", "action": "input", "action_argument": "ts7200 mic"}
{"timestamp": "2025-04-12T21:20:56.477Z", "action": "input", "action_argument": "shure sm"}
{"timestamp": "2025-04-12T21:20:56.564Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T21:21:44.499Z", "action": "click_product", "action_argument": "B000CZ0R42"}
{"timestamp": "2025-04-12T21:22:11.678Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:22:51.162Z", "action": "click_product", "action_argument": "B0000AQRSU"}
{"timestamp": "2025-04-12T21:26:01.941Z", "action": "input", "action_argument": "shure sm58"}
{"timestamp": "2025-04-12T21:26:27.019Z", "action": "click_product", "action_argument": "B08NDBQM5W"}
{"timestamp": "2025-04-12T21:31:08.726Z", "action": "click_product", "action_argument": "B07SHWYDVQ"}
{"timestamp": "2025-04-12T21:31:35.303Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:32:24.747Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-12T21:32:29.281Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:32:40.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:21.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:33:33.585Z", "action": "purchase", "action_argument": "B00I2J4V5G"}
{"timestamp": "2025-04-12T21:33:40.541Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T21:34:32.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T21:37:34.356Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:40:25.525Z", "action": "purchase", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T21:42:03.379Z", "action": "input", "action_argument": "shure wireless microphones"}
{"timestamp": "2025-04-12T21:44:11.290Z", "action": "input", "action_argument": "wireless microphones"}
{"timestamp": "2025-04-12T21:44:26.521Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T21:44:43.342Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T21:44:47.711Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:45:54.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:14.910Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:18.623Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:19.724Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:21.068Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:34.688Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:39.263Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:40.539Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:41.483Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:42.488Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:43.778Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:44.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:45.668Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:46.456Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:50.386Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:52.036Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:46:59.627Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:01.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:03.017Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:04.187Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.080Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:05.785Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:23.605Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:30.237Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:32.284Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:33.843Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:38.644Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:43.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T21:47:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:48:31.266Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:33.254Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T21:59:35.810Z", "action": "purchase", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:04:59.196Z", "action": "input", "action_argument": "3.5mm TRS (stereo) to dual 1/4\" TS (mono) cable"}
{"timestamp": "2025-04-12T22:06:47.532Z", "action": "click_product", "action_argument": "B0BX3GLSSX"}
{"timestamp": "2025-04-12T22:08:00.398Z", "action": "click_product", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:08:16.284Z", "action": "purchase", "action_argument": "B083R5BJ6P"}
{"timestamp": "2025-04-12T22:10:33.651Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:10:38.296Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:38.315Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.576Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:10:40.596Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-12T22:11:06.156Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:21:15.710Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:21:26.620Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
{"timestamp": "2025-04-12T22:22:25.678Z", "action": "click_product", "action_argument": "B0CNXKDR99"}
{"timestamp": "2025-04-12T22:22:32.484Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:22:35.867Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-12T22:22:37.498Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:23:23.509Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:24:36.145Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:26:24.007Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:27:46.292Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:21.330Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:23.468Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:39.061Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:29:46.074Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-12T22:29:47.958Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:30:11.822Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:31:22.820Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-12T22:32:51.398Z", "action": "input", "action_argument": "wireless mic"}
{"timestamp": "2025-04-12T22:32:51.501Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-12T22:32:56.826Z", "action": "click_product", "action_argument": "B07JNDVS6H"}
{"timestamp": "2025-04-12T22:35:19.096Z", "action": "click_product", "action_argument": "B01JNLTTKS"}
{"timestamp": "2025-04-12T22:36:22.001Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T22:36:35.838Z", "action": "click_product", "action_argument": "B084DFD31M"}
{"timestamp": "2025-04-12T22:36:56.889Z", "action": "purchase", "action_argument": "B083R5BJ6P, B0CNXKDR99, B084DFD31M, B00I2J4V5G"}
{"timestamp": "2025-04-15T00:01:22.259Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:24.628Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:27.087Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:28.298Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:30.747Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:32.006Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:01:39.706Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:09.093Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:28.536Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:34.084Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:34.917Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:36.493Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:37.002Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:37.618Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:38.569Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:39.793Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:18:44.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:40:41.096Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:41:56.280Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T00:50:04.482Z", "action": "input", "action_argument": "1/4\" TRS to RCA cable"}
{"timestamp": "2025-04-15T00:50:53.291Z", "action": "click_product", "action_argument": "B08TTJ1JS6"}
{"timestamp": "2025-04-15T00:52:13.197Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:23.558Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:25.666Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:27.137Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:33.025Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:38.013Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:52:43.624Z", "action": "input", "action_argument": "1/4\" TRS to RCA cable"}
{"timestamp": "2025-04-15T00:56:33.567Z", "action": "input", "action_argument": "2 TRS to 2 RCA cable"}
{"timestamp": "2025-04-15T00:59:08.456Z", "action": "input", "action_argument": "1/4\" TRS to RCA"}
{"timestamp": "2025-04-15T00:59:38.765Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T00:59:54.307Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:25.388Z", "action": "click_product", "action_argument": "B07G59NMWF"}
{"timestamp": "2025-04-15T01:00:29.647Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:32.403Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:39.851Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:41.989Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:44.681Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:47.085Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:00:51.169Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:01:33.560Z", "action": "click_product", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T01:01:57.333Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:00.033Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:03.341Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:07.938Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:11.592Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:02:14.216Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:04:10.756Z", "action": "input", "action_argument": " TRS cable"}
{"timestamp": "2025-04-15T01:05:30.122Z", "action": "click_product", "action_argument": "B004NCS2SS"}
{"timestamp": "2025-04-15T01:05:49.598Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:05:59.363Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:00.944Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:08.056Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:09.758Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:11.708Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:13.637Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:19.599Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:23.137Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:27.302Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:06:29.551Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T01:08:34.508Z", "action": "input", "action_argument": "1/4\" TS to RCA"}
{"timestamp": "2025-04-15T01:08:49.360Z", "action": "click_product", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T01:13:15.680Z", "action": "purchase", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T01:34:06.504Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T01:34:59.243Z", "action": "purchase", "action_argument": "B000068O17"}
{"timestamp": "2025-04-15T23:38:33.887Z", "action": "input", "action_argument": "downspout"}
{"timestamp": "2025-04-15T23:38:33.975Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:39:55.218Z", "action": "click_product", "action_argument": "B0BH2JFH9R"}
{"timestamp": "2025-04-15T23:41:06.622Z", "action": "click_product", "action_argument": "B0C8LWPKB2"}
{"timestamp": "2025-04-15T23:42:38.014Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T23:42:39.659Z", "action": "purchase", "action_argument": "B0C8LWPKB2"}
{"timestamp": "2025-04-15T23:42:43.660Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T23:46:12.126Z", "action": "input", "action_argument": "gutter extension"}
{"timestamp": "2025-04-15T23:47:00.629Z", "action": "input", "action_argument": "downspout extension"}
{"timestamp": "2025-04-15T23:51:02.152Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T23:51:12.609Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T23:51:58.531Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T23:52:59.956Z", "action": "input", "action_argument": "2 in. x 3 in. x 10 ft. White Aluminum Downspout"}
{"timestamp": "2025-04-15T23:53:04.973Z", "action": "click_product", "action_argument": "B000DZCZLE"}
{"timestamp": "2025-04-15T23:53:22.413Z", "action": "click_product", "action_argument": "B005KBUSMY"}
{"timestamp": "2025-04-15T23:53:32.029Z", "action": "click_product", "action_argument": "B000DZCZLE"}
{"timestamp": "2025-04-15T23:53:34.437Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-17T15:06:54.332Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T15:07:07.744Z", "action": "input", "action_argument": "garden hose"}
{"timestamp": "2025-04-23T15:57:04.323Z", "action": "input", "action_argument": "garden hose"}
{"timestamp": "2025-04-23T15:58:52.261Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-23T15:59:34.557Z", "action": "input", "action_argument": "garden hose 25 feet"}
{"timestamp": "2025-04-23T15:59:34.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-23T16:03:23.248Z", "action": "click_product", "action_argument": "B0DQL7745W"}
{"timestamp": "2025-04-23T16:04:11.845Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T16:04:17.713Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T16:04:52.610Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T16:05:00.982Z", "action": "purchase", "action_argument": "B0DQL7745W"}
{"timestamp": "2025-04-23T16:05:12.008Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-23T16:05:17.605Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T16:05:39.968Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-23T16:05:39.988Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-23T16:05:44.056Z", "action": "purchase", "action_argument": "B0DQL7745W"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-27T22:51:16.855Z", "action": "input", "action_argument": "lime for lawn"}
<|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.
{

}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-27T23:11:24.720Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"

<|im_end|>
<|im_start|>assistant
<think>
