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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"}
  {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"}
  {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"}
  {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"}
  {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"}
  {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"}
  <|memory_end|>
  
  <|action_start|>
  <|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": ""}],
  "cart_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": "$26.45", "quantity": "1"},
  {"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"},
  {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"},
  {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"},
  {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"},
  {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}],
  "promotion_items": [{"title": "Kryptonite New York FAHGETTABOUDIT Mini Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock Sold Secure Gold, 18mm Shackle with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter", "asin": "", "price": "$93.71", "quantity": ""},
  {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "", "price": "$101.31", "quantity": ""},
  {"title": "Kryptonite New York Long Shackle Bike U-Lock, Heavy Duty Anti-Theft Security Bicycle Lock Sold Secure Gold, 16mm Long Shackle with Keys, Ultimate Security Lock for Bicycles E-Bikes Scooters", "asin": "", "price": "$129.81", "quantity": ""},
  {"title": "Kryptonite Kryptolok Mini-7 Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock, 12.7mm Shackle with Mounting Bracket and Keys, High Security Lock for Bicycles Scooters", "asin": "", "price": "$51.02", "quantity": ""},
  {"title": "Kryptonite Evolution Mini Bike Chain Lock, 3 Feet Long 10mm Steel Chain Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence", "asin": "", "price": "$77.19", "quantity": ""},
  {"title": "Kryptonite New York 1210 Bike Chain Lock, 3.25 Feet Long Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Evolution Disc Lock and Keys for Ultimate Security E-Bike, Motorcycle, Scooter", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite New York FAHGETTABOUDIT 1410 Bike Chain Lock, 3.28 Feet Long 14mm Steel Chain Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite Keeper 712 Bike Chain Lock, 4 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence,Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite KryptoLok Combo Bike U-Lock, Anti-Theft Security, 12.7mm Steel Shackle, 4-Digit Resettable Combination, U-Shape, Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite Evolution 790 Folding Bike Lock, Compact Lightweight High Security Anti-Theft Foldable Bicycle Lock with 2 Keys and Mount for E-Bikes Scooter Road Mountain Bikes, 90cm (35 in) Orange", "asin": "", "price": "", "quantity": ""},
  {"title": "ABUS U-Lock - Granit X-Plus 54 Key, 5.5\", Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Hiplok DX: Maximum Security U Lock Bike Lock, E-Bike Lock", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite Evolution Compact Disc Lock, 13mm Hardened Max-Performance Steel Shackle, Sold Secure Gold and Art 4-Star, High-Security Anti-Theft Orange Bike Lock, Includes 3 Stainless Steel Keys", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite New York Legend 1515 Bike Chain Lock, 5 Feet Long 14.5mm Steel Chain 14.7 Pounds Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, E-Scooter", "asin": "", "price": "", "quantity": ""},
  {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "", "price": "$25.99", "quantity": ""},
  {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "", "price": "$25.99", "quantity": ""},
  {"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "", "price": "$26.45", "quantity": ""},
  {"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": "", "price": "$19.54", "quantity": ""},
  {"title": "ALMSTHRE Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Zipper & Internal Pocket | Durable, Lightweight Bike Seat Bag for Secure Gear Storage", "asin": "", "price": "$32.99", "quantity": ""},
  {"title": "Danuosie Bike Saddle Bag, Water Resistant Bicycle Seat Bag, Bike Bags for Bicycles, Cycling Under Seat Pouch, Bike Seat Pack for Mountain Road Bikes and Commuter", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "PACK2RIDE Toprock Frame Bag - Water Resistant, Durable Cordura Fabric & Bicycle Daily Essentials Holder - Top Tube, Frame Storage, Bikepacking for Road, Gravel Cycling - Coyote (1 L)", "asin": "", "price": "", "quantity": ""},
  {"title": "Rhinowalk Top Tube Bag - Stable & Waterproof Professional Cycling Accessory", "asin": "", "price": "", "quantity": ""},
  {"title": "Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "", "price": "", "quantity": ""},
  {"title": "Rhinowalk Top Tube Bag - Fully Waterproof and Stable Bicycle Frame Bag for Mountain & Road Bike", "asin": "", "price": "", "quantity": ""},
  {"title": "MOSISO Bike Rack Bag, Waterproof Bicycle Trunk Pannier Rear Seat Pouch Cycling Bike Carrier Backseat Storage Luggage Saddle Shoulder Bag", "asin": "", "price": "", "quantity": ""},
  {"title": "Amazon Brand \u2013 Presto! Multi-Surface Cleaner Concentrate, 2X Concentrated Formula, Lavender Scent, 32 fl oz (Pack of 2)", "asin": "", "price": "$12.78", "quantity": ""},
  {"title": "Amazon Basics Tritan BPA-Free Leak-Proof Water Bottles with Action Lid, 2-Pack, 24 oz Blue & Purple", "asin": "", "price": "$13.99", "quantity": ""},
  {"title": "baleaf Men's 3D Padded Bike Shorts Cycling Underwear MTB Liner", "asin": "", "price": "$22.99", "quantity": ""},
  {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "", "price": "$14.99", "quantity": ""},
  {"title": "Danuosie Bike Seat Bag, Expandable Bicycle Saddle Bag Under Seat, Waterproof Cycling Seat Pack for Mountain Road Bikes and Commuter, 1.5-2L", "asin": "", "price": "$18.99", "quantity": ""},
  {"title": "ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike", "asin": "", "price": "$23.99", "quantity": ""},
  {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "", "price": "$22.99", "quantity": ""},
  {"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": "", "price": "$22.99", "quantity": ""},
  {"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": "", "price": "$20.99", "quantity": ""},
  {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags (Black, Small)", "asin": "", "price": "$23.87", "quantity": ""},
  {"title": "Tongha Bicycle Seat Bag Water Proof,Bike Pack Under Seat,Wedge Saddle Bag for Bike,Cycling Accessories", "asin": "", "price": "$16.95", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-10T20:25:06.552Z", // 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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"}
  {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"}
  {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"}
  {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"}
  {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"}
  {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"}
  <|memory_end|>
  
  <|action_start|>
  <|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": ""}],
  "cart_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": "$26.45", "quantity": "1"},
  {"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"},
  {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"},
  {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"},
  {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"},
  {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}],
  "promotion_items": [{"title": "Kryptonite New York FAHGETTABOUDIT Mini Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock Sold Secure Gold, 18mm Shackle with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter", "asin": "", "price": "$93.71", "quantity": ""},
  {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "", "price": "$101.31", "quantity": ""},
  {"title": "Kryptonite New York Long Shackle Bike U-Lock, Heavy Duty Anti-Theft Security Bicycle Lock Sold Secure Gold, 16mm Long Shackle with Keys, Ultimate Security Lock for Bicycles E-Bikes Scooters", "asin": "", "price": "$129.81", "quantity": ""},
  {"title": "Kryptonite Kryptolok Mini-7 Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock, 12.7mm Shackle with Mounting Bracket and Keys, High Security Lock for Bicycles Scooters", "asin": "", "price": "$51.02", "quantity": ""},
  {"title": "Kryptonite Evolution Mini Bike Chain Lock, 3 Feet Long 10mm Steel Chain Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence", "asin": "", "price": "$77.19", "quantity": ""},
  {"title": "Kryptonite New York 1210 Bike Chain Lock, 3.25 Feet Long Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Evolution Disc Lock and Keys for Ultimate Security E-Bike, Motorcycle, Scooter", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite New York FAHGETTABOUDIT 1410 Bike Chain Lock, 3.28 Feet Long 14mm Steel Chain Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite Keeper 712 Bike Chain Lock, 4 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence,Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite KryptoLok Combo Bike U-Lock, Anti-Theft Security, 12.7mm Steel Shackle, 4-Digit Resettable Combination, U-Shape, Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite Evolution 790 Folding Bike Lock, Compact Lightweight High Security Anti-Theft Foldable Bicycle Lock with 2 Keys and Mount for E-Bikes Scooter Road Mountain Bikes, 90cm (35 in) Orange", "asin": "", "price": "", "quantity": ""},
  {"title": "ABUS U-Lock - Granit X-Plus 54 Key, 5.5\", Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Hiplok DX: Maximum Security U Lock Bike Lock, E-Bike Lock", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite Evolution Compact Disc Lock, 13mm Hardened Max-Performance Steel Shackle, Sold Secure Gold and Art 4-Star, High-Security Anti-Theft Orange Bike Lock, Includes 3 Stainless Steel Keys", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite New York Legend 1515 Bike Chain Lock, 5 Feet Long 14.5mm Steel Chain 14.7 Pounds Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, E-Scooter", "asin": "", "price": "", "quantity": ""},
  {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "", "price": "$25.99", "quantity": ""},
  {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "", "price": "$25.99", "quantity": ""},
  {"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "", "price": "$26.45", "quantity": ""},
  {"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": "", "price": "$19.54", "quantity": ""},
  {"title": "ALMSTHRE Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Zipper & Internal Pocket | Durable, Lightweight Bike Seat Bag for Secure Gear Storage", "asin": "", "price": "$32.99", "quantity": ""},
  {"title": "Danuosie Bike Saddle Bag, Water Resistant Bicycle Seat Bag, Bike Bags for Bicycles, Cycling Under Seat Pouch, Bike Seat Pack for Mountain Road Bikes and Commuter", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "PACK2RIDE Toprock Frame Bag - Water Resistant, Durable Cordura Fabric & Bicycle Daily Essentials Holder - Top Tube, Frame Storage, Bikepacking for Road, Gravel Cycling - Coyote (1 L)", "asin": "", "price": "", "quantity": ""},
  {"title": "Rhinowalk Top Tube Bag - Stable & Waterproof Professional Cycling Accessory", "asin": "", "price": "", "quantity": ""},
  {"title": "Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "", "price": "", "quantity": ""},
  {"title": "Rhinowalk Top Tube Bag - Fully Waterproof and Stable Bicycle Frame Bag for Mountain & Road Bike", "asin": "", "price": "", "quantity": ""},
  {"title": "MOSISO Bike Rack Bag, Waterproof Bicycle Trunk Pannier Rear Seat Pouch Cycling Bike Carrier Backseat Storage Luggage Saddle Shoulder Bag", "asin": "", "price": "", "quantity": ""},
  {"title": "Amazon Brand \u2013 Presto! Multi-Surface Cleaner Concentrate, 2X Concentrated Formula, Lavender Scent, 32 fl oz (Pack of 2)", "asin": "", "price": "$12.78", "quantity": ""},
  {"title": "Amazon Basics Tritan BPA-Free Leak-Proof Water Bottles with Action Lid, 2-Pack, 24 oz Blue & Purple", "asin": "", "price": "$13.99", "quantity": ""},
  {"title": "baleaf Men's 3D Padded Bike Shorts Cycling Underwear MTB Liner", "asin": "", "price": "$22.99", "quantity": ""},
  {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "", "price": "$14.99", "quantity": ""},
  {"title": "Danuosie Bike Seat Bag, Expandable Bicycle Saddle Bag Under Seat, Waterproof Cycling Seat Pack for Mountain Road Bikes and Commuter, 1.5-2L", "asin": "", "price": "$18.99", "quantity": ""},
  {"title": "ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike", "asin": "", "price": "$23.99", "quantity": ""},
  {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "", "price": "$22.99", "quantity": ""},
  {"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": "", "price": "$22.99", "quantity": ""},
  {"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": "", "price": "$20.99", "quantity": ""},
  {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags (Black, Small)", "asin": "", "price": "$23.87", "quantity": ""},
  {"title": "Tongha Bicycle Seat Bag Water Proof,Bike Pack Under Seat,Wedge Saddle Bag for Bike,Cycling Accessories", "asin": "", "price": "$16.95", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-10T20:25:06.552Z", // 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": "2025-04-03T01:06:31.719Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-03T01:06:36.176Z", "action": "click_product", "action_argument": "B0CMQZ2HFJ"}
  {"timestamp": "2025-04-03T01:06:46.589Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:53.317Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:55.971Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:06:59.511Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:07:35.819Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:07:42.855Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:12.385Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:25.056Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:28.535Z", "action": "purchase", "action_argument": "B0DBZ3JYRF"}
  {"timestamp": "2025-04-03T01:08:33.297Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:40.408Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:08:45.088Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-03T01:09:12.992Z", "action": "purchase", "action_argument": "B0D418HHPL"}
  {"timestamp": "2025-04-03T21:01:16.883Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-03T21:01:48.059Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-10T16:48:03.168Z", "action": "input", "action_argument": "Specialized Flashback Bicycle Tail Light"}
  {"timestamp": "2025-04-10T16:49:40.256Z", "action": "click", "action_argument": "page_related"}
  {"timestamp": "2025-04-10T20:22:03.308Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-10T20:22:28.693Z", "action": "click_product", "action_argument": "B0DJFQB41P"}
  {"timestamp": "2025-04-10T20:22:58.638Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:23:03.709Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:05.344Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:25.478Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:30.679Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:33.320Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:36.445Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:39.623Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:23:54.549Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-10T20:24:40.619Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:24:48.903Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-10T20:24:59.251Z", "action": "purchase", "action_argument": "B0DH7PNPPM"}
  <|memory_end|>
  
  <|action_start|>
  <|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": ""}],
  "cart_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": "$26.45", "quantity": "1"},
  {"title": "Lumiere & Co. Bike Seat Bag, Bike Saddle Bag, Saddle Bag Bicycle, Bicycle Saddle Bag, Bike Bag Under Seat, Saddle Bag, Bike Saddle Bags, Small Bike Bag - Maximus", "asin": "B0DJFQB41P", "price": "$27.32", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener -Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets, Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0D418HHPL", "price": "$3.99", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener - White Jasmine Handmade Scented Ceramic for Drawers and Closets, Car Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0DBZ3JYRF", "price": "$5.99", "quantity": "1"},
  {"title": "Airkeep Car Air Freshener - Ocean Mist&Sea Salt Handmade Scented Ceramic for Drawers and Closets,Air Freshener Gifts for Men Women Car Fragrance", "asin": "B0CMQZ2HFJ", "price": "$5.99", "quantity": "1"},
  {"title": "Lamicall Bike Frame Bag Waterproof - [1s Release] [2 in 1] Bike Phone Bag, Bike Phone Holder Mount, Bicycle Top Tube Bag, Cycling Pouch with Rain Cover, Bike Accessories for Phones Under 7\"", "asin": "B0D9GQMXBV", "price": "$19.99", "quantity": "1"},
  {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags, Small Bike Bag, Road Bike Bag (Black, Large)", "asin": "B0CLKPNDKL", "price": "$31.21", "quantity": "1"},
  {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "B06XCH21YH", "price": "$109.00", "quantity": "1"},
  {"title": "ATTITUDE Hair Shampoo for Sensitive Dry Scalp, EWG Verified, Soothing Oat, For Thin Hair, Naturally Derived Ingredients, Vegan and Plant-Based, Volume and Shine, Unscented, 16 Fl Oz", "asin": "B07NF994VJ", "price": "$14.21", "quantity": "1"}],
  "promotion_items": [{"title": "Kryptonite New York FAHGETTABOUDIT Mini Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock Sold Secure Gold, 18mm Shackle with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter", "asin": "", "price": "$93.71", "quantity": ""},
  {"title": "Kryptonite New York Standard Bike U-Lock, Heavy Duty Anti-Theft, 16mm Shackle with Mounting Bracket and Keys, Ultimate Security for Bicycles E-Bikes Scooters", "asin": "", "price": "$101.31", "quantity": ""},
  {"title": "Kryptonite New York Long Shackle Bike U-Lock, Heavy Duty Anti-Theft Security Bicycle Lock Sold Secure Gold, 16mm Long Shackle with Keys, Ultimate Security Lock for Bicycles E-Bikes Scooters", "asin": "", "price": "$129.81", "quantity": ""},
  {"title": "Kryptonite Kryptolok Mini-7 Bike U-Lock, Heavy Duty Anti-Theft Bicycle U Lock, 12.7mm Shackle with Mounting Bracket and Keys, High Security Lock for Bicycles Scooters", "asin": "", "price": "$51.02", "quantity": ""},
  {"title": "Kryptonite Evolution Mini Bike Chain Lock, 3 Feet Long 10mm Steel Chain Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence", "asin": "", "price": "$77.19", "quantity": ""},
  {"title": "Kryptonite New York 1210 Bike Chain Lock, 3.25 Feet Long Heavy Duty Anti-Theft Sold Secure Gold Bicycle Chain Lock with Evolution Disc Lock and Keys for Ultimate Security E-Bike, Motorcycle, Scooter", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite New York FAHGETTABOUDIT 1410 Bike Chain Lock, 3.28 Feet Long 14mm Steel Chain Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, Scooter", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite Keeper 712 Bike Chain Lock, 4 Feet Long Heavy Duty Anti-Theft Bicycle Chain Lock with Keys for Bike, Motorcycle, Scooter, Bicycle, Door, Gate, Fence,Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite KryptoLok Combo Bike U-Lock, Anti-Theft Security, 12.7mm Steel Shackle, 4-Digit Resettable Combination, U-Shape, Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite Evolution 790 Folding Bike Lock, Compact Lightweight High Security Anti-Theft Foldable Bicycle Lock with 2 Keys and Mount for E-Bikes Scooter Road Mountain Bikes, 90cm (35 in) Orange", "asin": "", "price": "", "quantity": ""},
  {"title": "ABUS U-Lock - Granit X-Plus 54 Key, 5.5\", Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Hiplok DX: Maximum Security U Lock Bike Lock, E-Bike Lock", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite Evolution Compact Disc Lock, 13mm Hardened Max-Performance Steel Shackle, Sold Secure Gold and Art 4-Star, High-Security Anti-Theft Orange Bike Lock, Includes 3 Stainless Steel Keys", "asin": "", "price": "", "quantity": ""},
  {"title": "Kryptonite New York Legend 1515 Bike Chain Lock, 5 Feet Long 14.5mm Steel Chain 14.7 Pounds Heavy Duty Anti-Theft Bicycle Chain Lock with Keys, 10/10 Security Rating for E-Bike, Motorcycle, E-Scooter", "asin": "", "price": "", "quantity": ""},
  {"title": "ROCKBROS Bike Seat Bag, Bicycle Saddle Bag Under Seat 3D Shell Cycling Seat Pack for Mountain Road Bikes Black", "asin": "", "price": "$25.99", "quantity": ""},
  {"title": "Lumiere & Co. Bike Bag, Fidlock Magnetic Buckle Saddle Bag \u2013 Small Bike Seat Bag for Road Cycling, Fast and Easy Attachment, Under-Seat Bicycle Storage, Bike Bags (Black, Small)", "asin": "", "price": "$25.99", "quantity": ""},
  {"title": "Lumiere & Co. Magnetic Bike Bag, Quick release bike saddle bag, Bike Bag Under Seat, Mach X", "asin": "", "price": "$26.45", "quantity": ""},
  {"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": "", "price": "$19.54", "quantity": ""},
  {"title": "ALMSTHRE Signature Bike Saddle Bag \u2013 Midnight Black | Premium Ripstop Material, Waterproof Zipper & Internal Pocket | Durable, Lightweight Bike Seat Bag for Secure Gear Storage", "asin": "", "price": "$32.99", "quantity": ""},
  {"title": "Danuosie Bike Saddle Bag, Water Resistant Bicycle Seat Bag, Bike Bags for Bicycles, Cycling Under Seat Pouch, Bike Seat Pack for Mountain Road Bikes and Commuter", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "PACK2RIDE Toprock Frame Bag - Water Resistant, Durable Cordura Fabric & Bicycle Daily Essentials Holder - Top Tube, Frame Storage, Bikepacking for Road, Gravel Cycling - Coyote (1 L)", "asin": "", "price": "", "quantity": ""},
  {"title": "Rhinowalk Top Tube Bag - Stable & Waterproof Professional Cycling Accessory", "asin": "", "price": "", "quantity": ""},
  {"title": "Himiway Bike Seat Bag Bicycle Saddle Bag 3D Shell Bike Pack Under Seat Wedge Saddle Bag Cycling Seat Pack for Mountain Road Bikes,Black", "asin": "", "price": "", "quantity": ""},
  {"title": "Lumiere & Co. Road Bike Saddle Bag, Bike Bag, Mountain Bike Saddle Bag, Small Bike Seat Bags, Bike Under Seat Bag, Bicycle accessories, Bike Bags, Bike Seat Bag,", "asin": "", "price": "", "quantity": ""},
  {"title": "Rhinowalk Top Tube Bag - Fully Waterproof and Stable Bicycle Frame Bag for Mountain & Road Bike", "asin": "", "price": "", "quantity": ""},
  {"title": "MOSISO Bike Rack Bag, Waterproof Bicycle Trunk Pannier Rear Seat Pouch Cycling Bike Carrier Backseat Storage Luggage Saddle Shoulder Bag", "asin": "", "price": "", "quantity": ""},
  {"title": "Amazon Brand \u2013 Presto! Multi-Surface Cleaner Concentrate, 2X Concentrated Formula, Lavender Scent, 32 fl oz (Pack of 2)", "asin": "", "price": "$12.78", "quantity": ""},
  {"title": "Amazon Basics Tritan BPA-Free Leak-Proof Water Bottles with Action Lid, 2-Pack, 24 oz Blue & Purple", "asin": "", "price": "$13.99", "quantity": ""},
  {"title": "baleaf Men's 3D Padded Bike Shorts Cycling Underwear MTB Liner", "asin": "", "price": "$22.99", "quantity": ""},
  {"title": "Sunpeak Bike Seat Bag Bicycle Saddle Bag Under Seat Waterproof Reflective Cycling Saddle Pack for Mountain Road Bikes Black", "asin": "", "price": "$14.99", "quantity": ""},
  {"title": "Danuosie Bike Seat Bag, Expandable Bicycle Saddle Bag Under Seat, Waterproof Cycling Seat Pack for Mountain Road Bikes and Commuter, 1.5-2L", "asin": "", "price": "$18.99", "quantity": ""},
  {"title": "ROCKBROS Bike Saddle Bag - Seat Bag 1.5L Bicycle Bag Cycling Accessories Storage Pouch Wedge Pack for Mountain & Road Bike", "asin": "", "price": "$23.99", "quantity": ""},
  {"title": "ROCKBROS Bicycle Saddle Bag Under Seat - 3D Hard Shell Bike Seat Bag With Silver Reflective Strip for Mountain Road Bikes, Quick Release 1.7L", "asin": "", "price": "$22.99", "quantity": ""},
  {"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": "", "price": "$22.99", "quantity": ""},
  {"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": "", "price": "$20.99", "quantity": ""},
  {"title": "Lumiere & Co. Bike Seat Bag, Road Bike Bag, Small Bike Seat bags, Cycling Seat bag, Bike Under Seat Bag, Seat Bicycle bag, Bike Bag Under seat, Cycling Saddle Bag (Purple, Large)", "asin": "", "price": "$24.99", "quantity": ""},
  {"title": "Lumiere & Co. Bike Handlebar Bag, Bike Bag, Bicycle Handlebar Bag, Bike Front Bag, Mountain Bike Storage, Bicycle Accessories, Handlebar Bags (Black, Small)", "asin": "", "price": "$23.87", "quantity": ""},
  {"title": "Tongha Bicycle Seat Bag Water Proof,Bike Pack Under Seat,Wedge Saddle Bag for Bike,Cycling Accessories", "asin": "", "price": "$16.95", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-04-10T20:25:06.552Z", // 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>
  