prompt.content: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
  {"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
  {"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
  {"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
  {"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
  {"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
  {"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
  {"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
  {"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
  {"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
  {"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
  {"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
  <|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": ""}],
  "product_details": [{"asin": "B0DH7PNPPM"},
  {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"},
  {"price": "$33.24"},
  {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Black"},
  {"Size": "Small"}],
  "promotion_items": [{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
  {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
  {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
  {"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
  {"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""},
  {"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
  {"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
  {"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
  {"title": "Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, F...", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
  {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
  {"title": "SILCA Secret Chain Hot Melt Wax Chain Lubricant for Bicycles with Nano-Scale Tungsten Disulfide, 500 Grams", "asin": "B08C7YJJYS", "price": "$42.50", "quantity": ""},
  {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
  {"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
  {"title": "Cycling Wallet Waterproof | Biking Wallet and Cycling Pouch for Jersey | Cycling Ph...", "asin": "B0DH79P6PH", "price": "$15.99", "quantity": ""},
  {"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
  {"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
  {"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNX9W6", "price": "$27.10", "quantity": ""},
  {"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
  {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
  {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
  {"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""}],
  "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24"},
  {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"},
  {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"},
  {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"},
  {"title": "ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike", "asin": "B083K5RH4M", "price": "$23.99"},
  {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$22.99"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-19T03:54:35.038Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
prompt.role: user
question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
  {"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
  {"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
  {"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
  {"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
  {"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
  {"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
  {"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
  {"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
  {"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
  {"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
  {"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
  <|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": ""}],
  "product_details": [{"asin": "B0DH7PNPPM"},
  {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"},
  {"price": "$33.24"},
  {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Black"},
  {"Size": "Small"}],
  "promotion_items": [{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
  {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
  {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
  {"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
  {"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""},
  {"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
  {"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
  {"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
  {"title": "Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, F...", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
  {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
  {"title": "SILCA Secret Chain Hot Melt Wax Chain Lubricant for Bicycles with Nano-Scale Tungsten Disulfide, 500 Grams", "asin": "B08C7YJJYS", "price": "$42.50", "quantity": ""},
  {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
  {"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
  {"title": "Cycling Wallet Waterproof | Biking Wallet and Cycling Pouch for Jersey | Cycling Ph...", "asin": "B0DH79P6PH", "price": "$15.99", "quantity": ""},
  {"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
  {"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
  {"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNX9W6", "price": "$27.10", "quantity": ""},
  {"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
  {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
  {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
  {"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""}],
  "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24"},
  {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"},
  {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"},
  {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"},
  {"title": "ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike", "asin": "B083K5RH4M", "price": "$23.99"},
  {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$22.99"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-19T03:54:35.038Z", // the timestamp when this action occurs.
  "action": "string", // select one plausible action from: input, click_product, purchase, or click.
  "acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
  }
  </answer>"
  
  <|im_end|>
  <|im_start|>assistant
  <think>
  
extra_info.question: <|im_start|>system
  You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
  <|im_end|>
  <|im_start|>user
  You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). 
  Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the  <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. 
  
  <|actionspace_start|>
  Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
  1. input:
  Action: Type text into an input field to search for a specific product. 
  Action Argument: the input_text is the specific text entered by the customer.
  {
  "timestamp": "timestamp",
  "action": "input",
  "action_argument": "input_text",
  }
  
  2. click:
  Action: Click on a UI interface button or clickable element on the Amazon website.
  Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
  {
  "timestamp": "timestamp",
  "action": "click",
  "action_argument": "clickable_name",
  }
  
  3. click_product:
  Action: Click on product links or product images.
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
  {
  "timestamp": "timestamp",
  "action": "click_product",
  "action_argument": "product_asin",
  }
  
  4. purchase:
  Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products. 
  Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
  {
  "timestamp": "timestamp",
  "action": "purchase",
  "action_argument": "product_asin",
  }
  <|actionspace_end|>
  
  <|memory_start|>
  {"timestamp": "2025-04-16T21:08:46.548Z", "action": "click_product", "action_argument": ""}
  {"timestamp": "2025-04-16T21:24:34.759Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:24:40.860Z", "action": "click_product", "action_argument": "B0BT9K54D6"}
  {"timestamp": "2025-04-16T21:24:43.642Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:46.214Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:48.117Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:57.342Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:24:59.250Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:25:16.703Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:25:28.561Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-16T21:25:30.978Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:25:43.677Z", "action": "click_product", "action_argument": "B0D418HHPL"}
  {"timestamp": "2025-04-16T21:26:03.376Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:26:19.610Z", "action": "click_product", "action_argument": "B09DLF695Y"}
  {"timestamp": "2025-04-16T21:26:24.294Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:26:44.944Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:47.000Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:47.918Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:48.499Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:49.687Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:50.603Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:51.583Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:52.852Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:53.509Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:54.796Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:55.530Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:56.136Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:56.834Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:57.728Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:58.653Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:26:59.458Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:27:04.333Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:27:05.745Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:27:17.180Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
  {"timestamp": "2025-04-16T21:27:21.089Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:27:25.313Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:27:31.480Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:27:34.885Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:28:04.909Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:28:16.789Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-16T21:28:56.340Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-16T21:28:58.072Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:29:06.282Z", "action": "click_product", "action_argument": "B0DH7PNPPM"}
  {"timestamp": "2025-04-16T21:29:12.964Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-16T21:30:07.424Z", "action": "purchase", "action_argument": "B0BT9K54D6, B0DH7PNPPM, B0D418HHPL"}
  {"timestamp": "2025-04-16T23:17:14.698Z", "action": "input", "action_argument": "prime cat food"}
  {"timestamp": "2025-04-16T23:17:22.808Z", "action": "click_product", "action_argument": "B0BXZXX43Q"}
  {"timestamp": "2025-04-17T23:06:47.147Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:06:48.996Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:06:50.854Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:06:52.710Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-17T23:07:34.371Z", "action": "click_product", "action_argument": "B0C8VZ1H67"}
  {"timestamp": "2025-04-18T03:48:23.881Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:49:27.714Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:49:31.445Z", "action": "click_product", "action_argument": "B0BCK29WBT"}
  {"timestamp": "2025-04-18T03:49:43.358Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:50:08.995Z", "action": "purchase", "action_argument": "B0BCK29WBT"}
  {"timestamp": "2025-04-18T03:52:23.255Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-18T03:52:30.421Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-18T03:52:45.751Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T03:46:09.182Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:46:21.861Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:47:18.808Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:19.461Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:23.118Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:23.784Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:24.650Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:25.183Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:26.504Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:27.057Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:27.913Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:29.854Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T03:47:44.214Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:46.558Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:48.814Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:50.736Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:53.308Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:54.367Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:56.259Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:57.946Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:47:59.424Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:00.656Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:01.760Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:02.699Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:03.813Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:08.833Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:11.508Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:12.836Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:13.881Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:14.707Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:17.060Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:17.723Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:19.004Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:20.207Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:22.157Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:24.045Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:33.404Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:37.053Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:38.533Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:41.516Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:46.088Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:47.799Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:48:50.919Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:49:09.575Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-19T03:49:19.353Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:37.129Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:42.797Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:44.065Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:46.106Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:48.178Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:52.629Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:54.589Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:49:58.427Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:50:01.796Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:50:02.753Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-19T03:50:22.856Z", "action": "purchase", "action_argument": "B0BP69X89N"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-19T03:51:36.642Z", "action": "click", "action_argument": "nav_bar"}
  <|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": ""}],
  "product_details": [{"asin": "B0DH7PNPPM"},
  {"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories"},
  {"price": "$33.24"},
  {"bullet_list": "Magnetic Buckle for Easy Access: Equipped with a magnetic buckle system, this saddle bag bicycle allows quick, hassle-free attachment and detachment. With one simple click and pull, your gear is secured or released for efficient, on-the-go access. Aerodynamic Design for Minimal Drag: The Maximus bike saddle bag is engineered with an aerodynamic shape that reduces wind resistance, ensuring smooth rides without slowing you down. Perfect for cyclists who prioritize both storage and performance in their bike seat bag. Premium Durability and Water Resistance: Designed with YKK zippers and high-quality materials, the bicycle saddle bag is built to last and protect your gear from rain, dirt, and debris. Perfect for all-weather rides, ensuring your bicycle seat bag contents stay dry and secure. Available in Multiple Sizes and Colors: Whether you need a compact small bike bag for daily commutes or a larger bike saddle bag for long adventures, the Maximus is available in various sizes and colors\u2014choose from Black, Red, White, Green, and more to suit your style. Easy Open Pocket: No need to take off our saddle bag from your bike and keep it attached while grabbing what you need."}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Black"},
  {"Size": "Small"}],
  "promotion_items": [{"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
  {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
  {"title": "Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling...", "asin": "B0CLKNJ3HZ", "price": "$25.99", "quantity": ""},
  {"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0DH72GS8T", "price": "$14.60", "quantity": ""},
  {"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""},
  {"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
  {"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
  {"title": "Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bik...", "asin": "B0CLKN4WZF", "price": "$19.25", "quantity": ""},
  {"title": "Bike Bag Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, F...", "asin": "B0CLKNGPS6", "price": "$34.11", "quantity": ""},
  {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "B075CZ1JVR", "price": "$25.99", "quantity": ""},
  {"title": "SILCA Secret Chain Hot Melt Wax Chain Lubricant for Bicycles with Nano-Scale Tungsten Disulfide, 500 Grams", "asin": "B08C7YJJYS", "price": "$42.50", "quantity": ""},
  {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
  {"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
  {"title": "Cycling Wallet Waterproof | Biking Wallet and Cycling Pouch for Jersey | Cycling Ph...", "asin": "B0DH79P6PH", "price": "$15.99", "quantity": ""},
  {"title": "ENLEE Road Bike Saddle Bag Waterproof Bike Seat Bag Reflective Bicycle Storage Pouch Under Seat for Mountain Foldable Bikes Green", "asin": "B0DTK5TVHM", "price": "$18.99", "quantity": ""},
  {"title": "Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Ref...", "asin": "B0DHCSX5HJ", "price": "$22.99", "quantity": ""},
  {"title": "Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Se...", "asin": "B0CLKNX9W6", "price": "$27.10", "quantity": ""},
  {"title": "Blackburn Grid MTB Bike Seat Bag", "asin": "B07DFQRHK1", "price": "$22.95", "quantity": ""},
  {"title": "SILCA Mattone Under Seat Bag for Bicylces with Zipper and Waterproof zipper and BOA mounting system (Small, Black)", "asin": "B08C7XNMYV", "price": "$50.00", "quantity": ""},
  {"title": "Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "B0DH7N59F3", "price": "$26.45", "quantity": ""},
  {"title": "ORUCASE Compact, Waterproof Under-Saddle Bike Bag - Bicycle Seat Bag with Secure Rubber Straps - Easy to Install Bike Tool Storage - 25 Cubic Inches - Coyote", "asin": "B0DP529BJ4", "price": "$30.00", "quantity": ""}],
  "comparison_items": [{"title": "Lumiere & Co. Maximus Large Magnetic Bike Seat Bag \u2013 Quick-Attach Saddle Bag with AquaGuard Zippers, Secure Under-Seat Storage for Cycling Gear & Accessories", "asin": "B0DH7PNPPM", "price": "$33.24"},
  {"title": "Lumiere & Co. Fidlock Magnetic Buckle Saddle Bag \u2013 Bike Seat Bag for Road and Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (White, Large)", "asin": "B0CLL3VNY2", "price": "$23.99"},
  {"title": "ROCKBROS Bike Saddle Bag, Bike Bag Under Seat, Strap-on Cycling Wedge Pack, Bike Seat Storage Bag for Mountain Road Bikes, 0.75L", "asin": "B08V4S4Z7H", "price": "$20.99"},
  {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat With BOA mounting system Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "B0DHCSX5HJ", "price": "$22.99"},
  {"title": "ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike", "asin": "B083K5RH4M", "price": "$23.99"},
  {"title": "YBLNTEK Bike Saddle Bag, Bicycle Seat Bag, Expandable Capacity Bike Bag Under Seat 2.0L, Cycling Accessories Bicycle Storage Pouch Wedge Pack with Reflective Stripe for Mountain & Road Bike Adult", "asin": "B0DNTD7NT1", "price": "$22.99"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-19T03:54:35.038Z", // 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>
  