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": "2025-04-06T19:34:20.042Z", "action": "input", "action_argument": "catmint"}
  {"timestamp": "2025-04-06T19:34:20.690Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-06T19:35:24.015Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-06T19:36:27.079Z", "action": "click_product", "action_argument": "B01N30MZJX"}
  {"timestamp": "2025-04-06T19:36:42.569Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-06T19:36:45.635Z", "action": "purchase", "action_argument": "B01N30MZJX"}
  {"timestamp": "2025-04-06T19:38:16.758Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-06T19:38:21.532Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-06T19:38:22.917Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-06T19:38:29.796Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:54:00.570Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:54:17.067Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:56:06.815Z", "action": "input", "action_argument": "cat food"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-19T05:19:42.599Z", "action": "input", "action_argument": "electric toothbrush"}
  {"timestamp": "2025-04-19T05:24:39.683Z", "action": "click_product", "action_argument": "B09HZXBYGN"}
  <|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": "electric toothbrush"}],
  "cart_items": [{"title": "BYYDDIY 3 in 1 Stainless Steel Muscle Scraper Tools Set,Scraping Massage Tools for Physical Therapy,Derma Edge & GuaSha Massage Scraper Tool", "asin": "B0BFMTJZ1L", "price": "$27.89", "quantity": "1"}],
  "product_details": [{"asin": "B09HZXBYGN"},
  {"title": "7AM2M Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Pink)"},
  {"price": "$22.99"},
  {"bullet_list": "POWERFUL SONIC CLEANING - New Upgraded Electric Toothbrush with the latest sonic technology along the gum line for exceptional clean and remove up 125% plaques, whitening your teeth and improving your oral health in two weeks better than a manual toothbrush. We promise: 1-year assurance, if you have any problems, please contact us, we will give you a satisfactory customer service. 5 HIGH-PERFORMANCE BRUSHING MODES- Clean(gentle), White(strong), Polish(strong invert frequency), Milder(gentle invert frequency) and Sensitive(soft) to suit different conditions of teeth of gums, so you can choose different modes according to your preferences and dentist's recommendations. 6 REPLACEMENT BRUSH HEADS, \"W\" SHAPE DESIGN- Comes with 6 replacement brush heads to avoid order new replacement brush heads frequently. \"W\" shape design to suit teeth topography for thorough cleaning of gums and hard to reach areas. Notice: Gentle on your gum and blue indicator bristles fade in color to let you know when it's time to replace the brush head. Each brush head lasts 3 months so 6 will last for about 18 months. SMART VIBRATING NOTIFICATION TIMER- Built in smart timer control, 30 seconds interval reminding you to move to the next quadrant of your mouth, and totally in 2 minutes(4 quadrants), which is highly recommended by professional dentists, as a correct brushing way. 120 DAYS BATTERY LIFE, WIRELESS CHARGE, IPX7 WATERPROOF- One full charge last 120 days of normal usage (2 times per day), the largest battery capacity on the market with low battery reminding and automatically cuts off power after full charge. Ultra fast USB charging(forget cheap USB charging). Also, IPX7 waterproof to be used at bath and shower. No worry about the water would enter the charge ports to short the battery life, More safer than USB charger. CONTACT US-Login your amazon account > choose \"Your orders\" > find the order ID > click \"Contact seller\"."}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Pink"},
  {"Size": "1 Count (Pack of 1)"}],
  "promotion_items": [{"title": "10 PCS Replacement Heads Compatible with 7am2m AM101/AM105 Electric Toothbrush, 10 ...", "asin": "B0CLMJK8Q1", "price": "$8.99", "quantity": ""},
  {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""},
  {"title": "7AM2M Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes (Light Blue)", "asin": "B09T5TC1M1", "price": "$19.99", "quantity": ""},
  {"title": "Replacement Toothbrush Heads Compatible with Oral B Braun, 12 Pcs Professional Electric Toothbrush Heads Brush Heads Compatible with Oral B Replacement Heads Refill 7000/Pro 1000/9600/500/3000/8000", "asin": "B00RCK2JCI", "price": "$9.99", "quantity": ""},
  {"title": "7AM2M AM100/AM105/AM111 Electric Toothbrush Brush Heads x 8 for 7AM2M Electric Toothbrush ONLY (White)", "asin": "B0DW8KQS5S", "price": "$9.99", "quantity": ""},
  {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""},
  {"title": "Sonic Electric Toothbrush for Adults Teens: 180 Days Battery Life, 48000VPM Motor 5...", "asin": "B0DNF673KY", "price": "$29.99", "quantity": ""},
  {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Satin Violet", "asin": "B0C1CYX2CT", "price": "$39.95", "quantity": ""},
  {"title": "Bitvae Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black", "asin": "B0DNMLK6SC", "price": "$19.99", "quantity": ""},
  {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""},
  {"title": "Replacement Toothbrush Heads for Philips Sonicare Click-on Handles, Medium Soft Ele...", "asin": "B09TVM5LNL", "price": "$14.20", "quantity": ""},
  {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""},
  {"title": "7AM2M AM100/AM105/AM111 Electric Toothbrush Brush Heads x 8 for 7AM2M Electric Toothbrush ONLY (White)", "asin": "B0DW8KQS5S", "price": "$9.99", "quantity": ""},
  {"title": "7AM2M Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)", "asin": "B09NNBDX7Z", "price": "$15.99", "quantity": ""}],
  "comparison_items": [{"title": "7AM2M Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Pink)", "asin": "B09HZXBYGN", "price": "$22.99"},
  {"title": "Burst Kids & Toddlers Electric Toothbrush (Blue) | Soft Bristles | Two Minute Timer | Rechargeable Battery | Easy-Grip Silicone Handle | 2 Modes for Healthy Smiles | Ages 3+", "asin": "B0959S87LY", "price": "$39.99"},
  {"title": "Oral-B Kids Battery Power Electric Toothbrush Featuring Disney's Frozen for Children and Toddlers age 3+, Soft (Characters May Vary)", "asin": "B01AKGRSCG", "price": "$5.97"},
  {"title": "ORALEXIS Electric Toothbrush for Adults and Kids, with Tongue Scraper and 8 Brush Heads, One Fast Charge Last 120 Days, 40000 VPM Deep Clean, Sonic Travel Toothbrush - Blue", "asin": "B0DB5XQVRR", "price": "$9.99"},
  {"title": "Bymore Electric Toothbrush for Adults,Travel Sonic Toothbrush with 8 Replacement Heads, Ultra Clean Rechargeable Toothbrush Portable One Charge for 330days 5 Modes 2mins Timer-Black", "asin": "B0CH9S8B6F", "price": "$15.29"}]
  <|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": "2025-04-19T05:24:52.235Z", // 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": "2025-04-06T19:34:20.042Z", "action": "input", "action_argument": "catmint"}
  {"timestamp": "2025-04-06T19:34:20.690Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-06T19:35:24.015Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-06T19:36:27.079Z", "action": "click_product", "action_argument": "B01N30MZJX"}
  {"timestamp": "2025-04-06T19:36:42.569Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-06T19:36:45.635Z", "action": "purchase", "action_argument": "B01N30MZJX"}
  {"timestamp": "2025-04-06T19:38:16.758Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-06T19:38:21.532Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-06T19:38:22.917Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-06T19:38:29.796Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:54:00.570Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:54:17.067Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:56:06.815Z", "action": "input", "action_argument": "cat food"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-19T05:19:42.599Z", "action": "input", "action_argument": "electric toothbrush"}
  {"timestamp": "2025-04-19T05:24:39.683Z", "action": "click_product", "action_argument": "B09HZXBYGN"}
  <|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": "electric toothbrush"}],
  "cart_items": [{"title": "BYYDDIY 3 in 1 Stainless Steel Muscle Scraper Tools Set,Scraping Massage Tools for Physical Therapy,Derma Edge & GuaSha Massage Scraper Tool", "asin": "B0BFMTJZ1L", "price": "$27.89", "quantity": "1"}],
  "product_details": [{"asin": "B09HZXBYGN"},
  {"title": "7AM2M Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Pink)"},
  {"price": "$22.99"},
  {"bullet_list": "POWERFUL SONIC CLEANING - New Upgraded Electric Toothbrush with the latest sonic technology along the gum line for exceptional clean and remove up 125% plaques, whitening your teeth and improving your oral health in two weeks better than a manual toothbrush. We promise: 1-year assurance, if you have any problems, please contact us, we will give you a satisfactory customer service. 5 HIGH-PERFORMANCE BRUSHING MODES- Clean(gentle), White(strong), Polish(strong invert frequency), Milder(gentle invert frequency) and Sensitive(soft) to suit different conditions of teeth of gums, so you can choose different modes according to your preferences and dentist's recommendations. 6 REPLACEMENT BRUSH HEADS, \"W\" SHAPE DESIGN- Comes with 6 replacement brush heads to avoid order new replacement brush heads frequently. \"W\" shape design to suit teeth topography for thorough cleaning of gums and hard to reach areas. Notice: Gentle on your gum and blue indicator bristles fade in color to let you know when it's time to replace the brush head. Each brush head lasts 3 months so 6 will last for about 18 months. SMART VIBRATING NOTIFICATION TIMER- Built in smart timer control, 30 seconds interval reminding you to move to the next quadrant of your mouth, and totally in 2 minutes(4 quadrants), which is highly recommended by professional dentists, as a correct brushing way. 120 DAYS BATTERY LIFE, WIRELESS CHARGE, IPX7 WATERPROOF- One full charge last 120 days of normal usage (2 times per day), the largest battery capacity on the market with low battery reminding and automatically cuts off power after full charge. Ultra fast USB charging(forget cheap USB charging). Also, IPX7 waterproof to be used at bath and shower. No worry about the water would enter the charge ports to short the battery life, More safer than USB charger. CONTACT US-Login your amazon account > choose \"Your orders\" > find the order ID > click \"Contact seller\"."}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Pink"},
  {"Size": "1 Count (Pack of 1)"}],
  "promotion_items": [{"title": "10 PCS Replacement Heads Compatible with 7am2m AM101/AM105 Electric Toothbrush, 10 ...", "asin": "B0CLMJK8Q1", "price": "$8.99", "quantity": ""},
  {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""},
  {"title": "7AM2M Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes (Light Blue)", "asin": "B09T5TC1M1", "price": "$19.99", "quantity": ""},
  {"title": "Replacement Toothbrush Heads Compatible with Oral B Braun, 12 Pcs Professional Electric Toothbrush Heads Brush Heads Compatible with Oral B Replacement Heads Refill 7000/Pro 1000/9600/500/3000/8000", "asin": "B00RCK2JCI", "price": "$9.99", "quantity": ""},
  {"title": "7AM2M AM100/AM105/AM111 Electric Toothbrush Brush Heads x 8 for 7AM2M Electric Toothbrush ONLY (White)", "asin": "B0DW8KQS5S", "price": "$9.99", "quantity": ""},
  {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""},
  {"title": "Sonic Electric Toothbrush for Adults Teens: 180 Days Battery Life, 48000VPM Motor 5...", "asin": "B0DNF673KY", "price": "$29.99", "quantity": ""},
  {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Satin Violet", "asin": "B0C1CYX2CT", "price": "$39.95", "quantity": ""},
  {"title": "Bitvae Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black", "asin": "B0DNMLK6SC", "price": "$19.99", "quantity": ""},
  {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""},
  {"title": "Replacement Toothbrush Heads for Philips Sonicare Click-on Handles, Medium Soft Ele...", "asin": "B09TVM5LNL", "price": "$14.20", "quantity": ""},
  {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""},
  {"title": "7AM2M AM100/AM105/AM111 Electric Toothbrush Brush Heads x 8 for 7AM2M Electric Toothbrush ONLY (White)", "asin": "B0DW8KQS5S", "price": "$9.99", "quantity": ""},
  {"title": "7AM2M Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)", "asin": "B09NNBDX7Z", "price": "$15.99", "quantity": ""}],
  "comparison_items": [{"title": "7AM2M Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Pink)", "asin": "B09HZXBYGN", "price": "$22.99"},
  {"title": "Burst Kids & Toddlers Electric Toothbrush (Blue) | Soft Bristles | Two Minute Timer | Rechargeable Battery | Easy-Grip Silicone Handle | 2 Modes for Healthy Smiles | Ages 3+", "asin": "B0959S87LY", "price": "$39.99"},
  {"title": "Oral-B Kids Battery Power Electric Toothbrush Featuring Disney's Frozen for Children and Toddlers age 3+, Soft (Characters May Vary)", "asin": "B01AKGRSCG", "price": "$5.97"},
  {"title": "ORALEXIS Electric Toothbrush for Adults and Kids, with Tongue Scraper and 8 Brush Heads, One Fast Charge Last 120 Days, 40000 VPM Deep Clean, Sonic Travel Toothbrush - Blue", "asin": "B0DB5XQVRR", "price": "$9.99"},
  {"title": "Bymore Electric Toothbrush for Adults,Travel Sonic Toothbrush with 8 Replacement Heads, Ultra Clean Rechargeable Toothbrush Portable One Charge for 330days 5 Modes 2mins Timer-Black", "asin": "B0CH9S8B6F", "price": "$15.29"}]
  <|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": "2025-04-19T05:24:52.235Z", // 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": "2025-04-06T19:34:20.042Z", "action": "input", "action_argument": "catmint"}
  {"timestamp": "2025-04-06T19:34:20.690Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-06T19:35:24.015Z", "action": "click", "action_argument": "cart_side_bar"}
  {"timestamp": "2025-04-06T19:36:27.079Z", "action": "click_product", "action_argument": "B01N30MZJX"}
  {"timestamp": "2025-04-06T19:36:42.569Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-06T19:36:45.635Z", "action": "purchase", "action_argument": "B01N30MZJX"}
  {"timestamp": "2025-04-06T19:38:16.758Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-06T19:38:21.532Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-06T19:38:22.917Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-06T19:38:29.796Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:54:00.570Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:54:17.067Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:56:06.815Z", "action": "input", "action_argument": "cat food"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-19T05:19:42.599Z", "action": "input", "action_argument": "electric toothbrush"}
  {"timestamp": "2025-04-19T05:24:39.683Z", "action": "click_product", "action_argument": "B09HZXBYGN"}
  <|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": "electric toothbrush"}],
  "cart_items": [{"title": "BYYDDIY 3 in 1 Stainless Steel Muscle Scraper Tools Set,Scraping Massage Tools for Physical Therapy,Derma Edge & GuaSha Massage Scraper Tool", "asin": "B0BFMTJZ1L", "price": "$27.89", "quantity": "1"}],
  "product_details": [{"asin": "B09HZXBYGN"},
  {"title": "7AM2M Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Pink)"},
  {"price": "$22.99"},
  {"bullet_list": "POWERFUL SONIC CLEANING - New Upgraded Electric Toothbrush with the latest sonic technology along the gum line for exceptional clean and remove up 125% plaques, whitening your teeth and improving your oral health in two weeks better than a manual toothbrush. We promise: 1-year assurance, if you have any problems, please contact us, we will give you a satisfactory customer service. 5 HIGH-PERFORMANCE BRUSHING MODES- Clean(gentle), White(strong), Polish(strong invert frequency), Milder(gentle invert frequency) and Sensitive(soft) to suit different conditions of teeth of gums, so you can choose different modes according to your preferences and dentist's recommendations. 6 REPLACEMENT BRUSH HEADS, \"W\" SHAPE DESIGN- Comes with 6 replacement brush heads to avoid order new replacement brush heads frequently. \"W\" shape design to suit teeth topography for thorough cleaning of gums and hard to reach areas. Notice: Gentle on your gum and blue indicator bristles fade in color to let you know when it's time to replace the brush head. Each brush head lasts 3 months so 6 will last for about 18 months. SMART VIBRATING NOTIFICATION TIMER- Built in smart timer control, 30 seconds interval reminding you to move to the next quadrant of your mouth, and totally in 2 minutes(4 quadrants), which is highly recommended by professional dentists, as a correct brushing way. 120 DAYS BATTERY LIFE, WIRELESS CHARGE, IPX7 WATERPROOF- One full charge last 120 days of normal usage (2 times per day), the largest battery capacity on the market with low battery reminding and automatically cuts off power after full charge. Ultra fast USB charging(forget cheap USB charging). Also, IPX7 waterproof to be used at bath and shower. No worry about the water would enter the charge ports to short the battery life, More safer than USB charger. CONTACT US-Login your amazon account > choose \"Your orders\" > find the order ID > click \"Contact seller\"."}],
  "product_quantity": [{"quantity": "1"}],
  "product_options": [{"Color": "Pink"},
  {"Size": "1 Count (Pack of 1)"}],
  "promotion_items": [{"title": "10 PCS Replacement Heads Compatible with 7am2m AM101/AM105 Electric Toothbrush, 10 ...", "asin": "B0CLMJK8Q1", "price": "$8.99", "quantity": ""},
  {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""},
  {"title": "7AM2M Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes (Light Blue)", "asin": "B09T5TC1M1", "price": "$19.99", "quantity": ""},
  {"title": "Replacement Toothbrush Heads Compatible with Oral B Braun, 12 Pcs Professional Electric Toothbrush Heads Brush Heads Compatible with Oral B Replacement Heads Refill 7000/Pro 1000/9600/500/3000/8000", "asin": "B00RCK2JCI", "price": "$9.99", "quantity": ""},
  {"title": "7AM2M AM100/AM105/AM111 Electric Toothbrush Brush Heads x 8 for 7AM2M Electric Toothbrush ONLY (White)", "asin": "B0DW8KQS5S", "price": "$9.99", "quantity": ""},
  {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Optic White", "asin": "B07R7DM3B3", "price": "$39.95", "quantity": ""},
  {"title": "Sonic Electric Toothbrush for Adults Teens: 180 Days Battery Life, 48000VPM Motor 5...", "asin": "B0DNF673KY", "price": "$29.99", "quantity": ""},
  {"title": "Aquasonic Vibe Series Ultra-Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush - 8 Brush Heads & Travel Case \u2013 40,000 VPM Motor & Wireless Charging - 4 Modes w Smart Timer \u2013 Satin Violet", "asin": "B0C1CYX2CT", "price": "$39.95", "quantity": ""},
  {"title": "Bitvae Ultrasonic Electric Toothbrush for Adults and Kids, ADA Accepted Travel Electric Toothbrush with Rechargeable 60-Day Battery Life, 8 Toothbrush Heads, 5 Modes, Toothbrush Holder, Shadow Black", "asin": "B0DNMLK6SC", "price": "$19.99", "quantity": ""},
  {"title": "Philips Sonicare ProtectiveClean 6500 Rechargeable Electric Toothbrush, with Pressure Sensor, 3 Cleaning Modes, SmarTimer and QuadPacer, 14-Day Battery Life, Charging Travel Case, Navy Blue, HX6462/07", "asin": "B084X7BKF3", "price": "$179.96", "quantity": ""},
  {"title": "Replacement Toothbrush Heads for Philips Sonicare Click-on Handles, Medium Soft Ele...", "asin": "B09TVM5LNL", "price": "$14.20", "quantity": ""},
  {"title": "Aquasonic Black Series Ultra Whitening Toothbrush \u2013 ADA Accepted Electric Toothbrush- 8 Brush Heads & Travel Case \u2013 40,000 VPM Electric Motor & Wireless Charging - 4 Modes w Smart Timer", "asin": "B072YVWBXH", "price": "$39.95", "quantity": ""},
  {"title": "7AM2M AM100/AM105/AM111 Electric Toothbrush Brush Heads x 8 for 7AM2M Electric Toothbrush ONLY (White)", "asin": "B0DW8KQS5S", "price": "$9.99", "quantity": ""},
  {"title": "7AM2M Sonic Electric Toothbrush for Adults and Kids, with 8 Brush Heads and Travel Case,5 Modes with 2 Minutes Build in Smart Timer, One Charge Use for 90 Days, Rechargeable Toothbrushes(Pink)", "asin": "B09NNBDX7Z", "price": "$15.99", "quantity": ""}],
  "comparison_items": [{"title": "7AM2M Sonic Electric Toothbrush with 6 Brush Heads for Adults&Kids, One Charge for 120 Days, Wireless Fast Charge, 5 Modes, 40000VPM Powered Toothbrush, 2 Minutes Built in Smart Timer (Pink)", "asin": "B09HZXBYGN", "price": "$22.99"},
  {"title": "Burst Kids & Toddlers Electric Toothbrush (Blue) | Soft Bristles | Two Minute Timer | Rechargeable Battery | Easy-Grip Silicone Handle | 2 Modes for Healthy Smiles | Ages 3+", "asin": "B0959S87LY", "price": "$39.99"},
  {"title": "Oral-B Kids Battery Power Electric Toothbrush Featuring Disney's Frozen for Children and Toddlers age 3+, Soft (Characters May Vary)", "asin": "B01AKGRSCG", "price": "$5.97"},
  {"title": "ORALEXIS Electric Toothbrush for Adults and Kids, with Tongue Scraper and 8 Brush Heads, One Fast Charge Last 120 Days, 40000 VPM Deep Clean, Sonic Travel Toothbrush - Blue", "asin": "B0DB5XQVRR", "price": "$9.99"},
  {"title": "Bymore Electric Toothbrush for Adults,Travel Sonic Toothbrush with 8 Replacement Heads, Ultra Clean Rechargeable Toothbrush Portable One Charge for 330days 5 Modes 2mins Timer-Black", "asin": "B0CH9S8B6F", "price": "$15.29"}]
  <|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": "2025-04-19T05:24:52.235Z", // 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>
  