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": "2025-04-27T04:00:52.534Z", "action": "input", "action_argument": "jewel thief"}
  {"timestamp": "2025-04-27T04:13:28.089Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-27T04:14:06.174Z", "action": "purchase", "action_argument": "B0B5HTX7YW"}
  {"timestamp": "2025-04-27T04:14:43.685Z", "action": "input", "action_argument": "oral b io"}
  {"timestamp": "2025-04-27T04:14:44.005Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:16.622Z", "action": "input", "action_argument": "funko"}
  {"timestamp": "2025-04-28T01:30:16.880Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:23.218Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T01:32:03.377Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T18:50:21.911Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T18:50:28.697Z", "action": "input", "action_argument": "polaroid go travel"}
  {"timestamp": "2025-04-28T18:50:28.925Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-28T18:50:47.403Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  {"timestamp": "2025-04-28T18:51:14.904Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-28T18:51:43.044Z", "action": "purchase", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"}
  {"timestamp": "2025-04-30T14:19:57.147Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-30T14:20:06.621Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  {"timestamp": "2025-04-30T14:20:49.349Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-30T14:20:53.395Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-30T14:21:08.285Z", "action": "click_product", "action_argument": "B09WR8S1S7"}
  {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"}
  {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:15.099Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:24.281Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:25.504Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:26.672Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:31.577Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:51.251Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-01T14:38:58.799Z", "action": "click", "action_argument": "other"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-01T19:02:50.268Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-01T19:03:03.393Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T19:03:08.525Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T19:03:12.189Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T19:03:18.181Z", "action": "click", "action_argument": "product_option"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"}],
  "product_details": [{"asin": "B07N3BN1KS"},
  {"title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack"},
  {"price": "$24.99"},
  {"bullet_list": "NOURISHING MOISTURE Shampoo and conditioner deliver soothing moisture and gently cleanse dry or damaged hair\u200b without stripping nutrients SOOTHING HYDRATION Nutrient blend with rose extract SLS Free Shampoo transforms hair into petal-soft locks HAIR-LOVING INGREDIENTS Contains pro-vitamins B5 and B3, antioxidants, and rose water; sulfate free, paraben free, silicone free, without dyes or mineral oil \u200b SULFATE-FREE LUXURY HAIR REPAIR, without the $50 price tag HYDRATING SCENTED SHAMPOO AND CONDITIONER SET Set includes one 17.9 oz bottle of shampoo and one 17.9 oz bottle of conditioner"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Scent": "Rose Water - Shampoo &amp; Conditioner (OLD VERSION)"},
  {"Size": "30 Fl Oz (Pack of 1)"}],
  "promotion_items": [{"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""},
  {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""},
  {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "quantity": ""},
  {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""},
  {"title": "CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp", "asin": "B0DZQLPPMW", "price": "$19.94", "quantity": ""},
  {"title": "Raw Sugar Moisture Smoothie Shampoo and Conditioner with Coconut Oil, Agave, & Sweet Almond Milk, Hydrates & Nourishes Dry Hair, Formulated without Sulfates + Parabens", "asin": "B0BXV4N9Y2", "price": "$19.94", "quantity": ""},
  {"title": "Biolage Color Last Shampoo & Conditioner Set - Helps Protect Hair and Maintain Vibrant Color For Color-Treated Hair, Paraben & Silicone-Free, Vegan, Packaging May Vary", "asin": "B09BZPVG4W", "price": "$48.00", "quantity": ""},
  {"title": "Herbal Essences Sulfate Free Shampoo with Honey for Daily Moisture, Nourishes Dry Hair, Moisturizing Shampoo with Certified Camellia Oil and Aloe Vera, Lightweight For All Hair Types, 33.8oz", "asin": "B0CP6CX9RB", "price": "$17.59", "quantity": ""},
  {"title": "SEEN Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QJSFCQ", "price": "$29.00", "quantity": ""},
  {"title": "SEEN Shampoo, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Shampoo- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QHS72Y", "price": "$29.00", "quantity": ""},
  {"title": "OUAI Fine Shampoo and Conditioner Set - Sulfate Free Shampoo and Conditioner for Fine Hair - Made with Keratin, Marshmallow Root, Shea Butter & Avocado Oil - Free of Parabens & Phthalates (10 Fl Oz)", "asin": "B084ZWKJ8S", "price": "$64.00", "quantity": ""},
  {"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""},
  {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""},
  {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "quantity": ""}],
  "comparison_items": [{"title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack", "asin": "B07N3BN1KS", "price": "$24.99"},
  {"title": "Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier", "asin": "B08776SLJ3", "price": "$23.24"},
  {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99"},
  {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23"},
  {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "B076JK8PXX", "price": "$11.94"},
  {"title": "Native Shampoo and Conditioner Set | Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces", "asin": "B0BBBSMV94", "price": "$19.94"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-05-01T19:03:26.047Z", // 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": "2025-04-27T04:00:52.534Z", "action": "input", "action_argument": "jewel thief"}
  {"timestamp": "2025-04-27T04:13:28.089Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-27T04:14:06.174Z", "action": "purchase", "action_argument": "B0B5HTX7YW"}
  {"timestamp": "2025-04-27T04:14:43.685Z", "action": "input", "action_argument": "oral b io"}
  {"timestamp": "2025-04-27T04:14:44.005Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:16.622Z", "action": "input", "action_argument": "funko"}
  {"timestamp": "2025-04-28T01:30:16.880Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:23.218Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T01:32:03.377Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T18:50:21.911Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T18:50:28.697Z", "action": "input", "action_argument": "polaroid go travel"}
  {"timestamp": "2025-04-28T18:50:28.925Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-28T18:50:47.403Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  {"timestamp": "2025-04-28T18:51:14.904Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-28T18:51:43.044Z", "action": "purchase", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"}
  {"timestamp": "2025-04-30T14:19:57.147Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-30T14:20:06.621Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  {"timestamp": "2025-04-30T14:20:49.349Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-30T14:20:53.395Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-30T14:21:08.285Z", "action": "click_product", "action_argument": "B09WR8S1S7"}
  {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"}
  {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:15.099Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:24.281Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:25.504Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:26.672Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:31.577Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:51.251Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-01T14:38:58.799Z", "action": "click", "action_argument": "other"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-01T19:02:50.268Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-01T19:03:03.393Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T19:03:08.525Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T19:03:12.189Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T19:03:18.181Z", "action": "click", "action_argument": "product_option"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"}],
  "product_details": [{"asin": "B07N3BN1KS"},
  {"title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack"},
  {"price": "$24.99"},
  {"bullet_list": "NOURISHING MOISTURE Shampoo and conditioner deliver soothing moisture and gently cleanse dry or damaged hair\u200b without stripping nutrients SOOTHING HYDRATION Nutrient blend with rose extract SLS Free Shampoo transforms hair into petal-soft locks HAIR-LOVING INGREDIENTS Contains pro-vitamins B5 and B3, antioxidants, and rose water; sulfate free, paraben free, silicone free, without dyes or mineral oil \u200b SULFATE-FREE LUXURY HAIR REPAIR, without the $50 price tag HYDRATING SCENTED SHAMPOO AND CONDITIONER SET Set includes one 17.9 oz bottle of shampoo and one 17.9 oz bottle of conditioner"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Scent": "Rose Water - Shampoo &amp; Conditioner (OLD VERSION)"},
  {"Size": "30 Fl Oz (Pack of 1)"}],
  "promotion_items": [{"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""},
  {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""},
  {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "quantity": ""},
  {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""},
  {"title": "CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp", "asin": "B0DZQLPPMW", "price": "$19.94", "quantity": ""},
  {"title": "Raw Sugar Moisture Smoothie Shampoo and Conditioner with Coconut Oil, Agave, & Sweet Almond Milk, Hydrates & Nourishes Dry Hair, Formulated without Sulfates + Parabens", "asin": "B0BXV4N9Y2", "price": "$19.94", "quantity": ""},
  {"title": "Biolage Color Last Shampoo & Conditioner Set - Helps Protect Hair and Maintain Vibrant Color For Color-Treated Hair, Paraben & Silicone-Free, Vegan, Packaging May Vary", "asin": "B09BZPVG4W", "price": "$48.00", "quantity": ""},
  {"title": "Herbal Essences Sulfate Free Shampoo with Honey for Daily Moisture, Nourishes Dry Hair, Moisturizing Shampoo with Certified Camellia Oil and Aloe Vera, Lightweight For All Hair Types, 33.8oz", "asin": "B0CP6CX9RB", "price": "$17.59", "quantity": ""},
  {"title": "SEEN Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QJSFCQ", "price": "$29.00", "quantity": ""},
  {"title": "SEEN Shampoo, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Shampoo- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QHS72Y", "price": "$29.00", "quantity": ""},
  {"title": "OUAI Fine Shampoo and Conditioner Set - Sulfate Free Shampoo and Conditioner for Fine Hair - Made with Keratin, Marshmallow Root, Shea Butter & Avocado Oil - Free of Parabens & Phthalates (10 Fl Oz)", "asin": "B084ZWKJ8S", "price": "$64.00", "quantity": ""},
  {"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""},
  {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""},
  {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "quantity": ""}],
  "comparison_items": [{"title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack", "asin": "B07N3BN1KS", "price": "$24.99"},
  {"title": "Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier", "asin": "B08776SLJ3", "price": "$23.24"},
  {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99"},
  {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23"},
  {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "B076JK8PXX", "price": "$11.94"},
  {"title": "Native Shampoo and Conditioner Set | Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces", "asin": "B0BBBSMV94", "price": "$19.94"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-05-01T19:03:26.047Z", // 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": "2025-04-27T04:00:52.534Z", "action": "input", "action_argument": "jewel thief"}
  {"timestamp": "2025-04-27T04:13:28.089Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-27T04:14:06.174Z", "action": "purchase", "action_argument": "B0B5HTX7YW"}
  {"timestamp": "2025-04-27T04:14:43.685Z", "action": "input", "action_argument": "oral b io"}
  {"timestamp": "2025-04-27T04:14:44.005Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:16.622Z", "action": "input", "action_argument": "funko"}
  {"timestamp": "2025-04-28T01:30:16.880Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T01:30:23.218Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T01:32:03.377Z", "action": "click", "action_argument": "filter"}
  {"timestamp": "2025-04-28T18:50:21.911Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-28T18:50:28.697Z", "action": "input", "action_argument": "polaroid go travel"}
  {"timestamp": "2025-04-28T18:50:28.925Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-28T18:50:47.403Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  {"timestamp": "2025-04-28T18:51:14.904Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-28T18:51:43.044Z", "action": "purchase", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-30T14:19:56.852Z", "action": "input", "action_argument": "polaroid go case"}
  {"timestamp": "2025-04-30T14:19:57.147Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-30T14:20:06.621Z", "action": "click_product", "action_argument": "B09DRGCC13"}
  {"timestamp": "2025-04-30T14:20:49.349Z", "action": "click_product", "action_argument": "B09GM4GFWV"}
  {"timestamp": "2025-04-30T14:20:53.395Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-04-30T14:21:08.285Z", "action": "click_product", "action_argument": "B09WR8S1S7"}
  {"timestamp": "2025-05-01T14:37:16.321Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-01T14:37:41.677Z", "action": "click_product", "action_argument": "B06X9NQ8GX"}
  {"timestamp": "2025-05-01T14:37:59.199Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:01.684Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:04.964Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:08.234Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:09.846Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:12.708Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:15.099Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:24.281Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:25.504Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:26.672Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:31.577Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-05-01T14:38:51.251Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-05-01T14:38:58.799Z", "action": "click", "action_argument": "other"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-01T19:02:50.268Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-05-01T19:03:03.393Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T19:03:08.525Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T19:03:12.189Z", "action": "click", "action_argument": "product_option"}
  {"timestamp": "2025-05-01T19:03:18.181Z", "action": "click", "action_argument": "product_option"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "RAWECUD Hard Carrying Case for Polaroid Go Instant Mini Camera (9035), Travel Storage Box for Polaroid Go Camera and Film Accessories (Case Only) (Grey)", "asin": "B09GM4GFWV", "price": "$16.14", "quantity": "1"}],
  "product_details": [{"asin": "B07N3BN1KS"},
  {"title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack"},
  {"price": "$24.99"},
  {"bullet_list": "NOURISHING MOISTURE Shampoo and conditioner deliver soothing moisture and gently cleanse dry or damaged hair\u200b without stripping nutrients SOOTHING HYDRATION Nutrient blend with rose extract SLS Free Shampoo transforms hair into petal-soft locks HAIR-LOVING INGREDIENTS Contains pro-vitamins B5 and B3, antioxidants, and rose water; sulfate free, paraben free, silicone free, without dyes or mineral oil \u200b SULFATE-FREE LUXURY HAIR REPAIR, without the $50 price tag HYDRATING SCENTED SHAMPOO AND CONDITIONER SET Set includes one 17.9 oz bottle of shampoo and one 17.9 oz bottle of conditioner"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Scent": "Rose Water - Shampoo &amp; Conditioner (OLD VERSION)"},
  {"Size": "30 Fl Oz (Pack of 1)"}],
  "promotion_items": [{"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""},
  {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""},
  {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "quantity": ""},
  {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99", "quantity": ""},
  {"title": "CeraVe Hydrating Anti Dandruff Shampoo and Conditioner Set, Pyrithione Zinc Dandruff Treatment With Ceramides, Hyaluronic Acid & Niacinamide, Helps Elimanate Flakes & Reduce Itchy Scalp", "asin": "B0DZQLPPMW", "price": "$19.94", "quantity": ""},
  {"title": "Raw Sugar Moisture Smoothie Shampoo and Conditioner with Coconut Oil, Agave, & Sweet Almond Milk, Hydrates & Nourishes Dry Hair, Formulated without Sulfates + Parabens", "asin": "B0BXV4N9Y2", "price": "$19.94", "quantity": ""},
  {"title": "Biolage Color Last Shampoo & Conditioner Set - Helps Protect Hair and Maintain Vibrant Color For Color-Treated Hair, Paraben & Silicone-Free, Vegan, Packaging May Vary", "asin": "B09BZPVG4W", "price": "$48.00", "quantity": ""},
  {"title": "Herbal Essences Sulfate Free Shampoo with Honey for Daily Moisture, Nourishes Dry Hair, Moisturizing Shampoo with Certified Camellia Oil and Aloe Vera, Lightweight For All Hair Types, 33.8oz", "asin": "B0CP6CX9RB", "price": "$17.59", "quantity": ""},
  {"title": "SEEN Conditioner, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Conditioner- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QJSFCQ", "price": "$29.00", "quantity": ""},
  {"title": "SEEN Shampoo, Fragrance Free - Non-Comedogenic & Sulfate-Free Hair Shampoo- Dermatologist-Developed - Safe for Sensitive, Eczema & Acne Prone Skin", "asin": "B0B2QHS72Y", "price": "$29.00", "quantity": ""},
  {"title": "OUAI Fine Shampoo and Conditioner Set - Sulfate Free Shampoo and Conditioner for Fine Hair - Made with Keratin, Marshmallow Root, Shea Butter & Avocado Oil - Free of Parabens & Phthalates (10 Fl Oz)", "asin": "B084ZWKJ8S", "price": "$64.00", "quantity": ""},
  {"title": "Kristin Ess Hair Signature Salon Sulfate Free Shampoo and Conditioner Set for Moisture, Frizz + Shine - Color Safe, Vegan, Paraben Free - Clarifying, Hydrating Damage Repair for Women - Pear Fragrance", "asin": "B0B9T85DHH", "price": "$22.97", "quantity": ""},
  {"title": "Pantene Shampoo & Conditioner Set, Daily Moisture Renewal - Pro-V Nutrients for Dry, Color-Treated, Straight to Curly Hair, 72-Hour Hydration & Softness, 52.8 Oz Total + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV3RGW2", "price": "$19.99", "quantity": ""},
  {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23", "quantity": ""}],
  "comparison_items": [{"title": "Pantene Sulfate Free Shampoo and Conditioner Set, Rose Water, Soothing and Moisturizing, Infused with Vitamin B5, for all Hair Types, Safe for Color Treated Hair, Pro-V Blend, 17.9 Fl Oz Each, 2 Pack", "asin": "B07N3BN1KS", "price": "$24.99"},
  {"title": "Pantene Shampoo and Conditioner Set Plus Hair Mask Rescue Shot Treatment, with Bamboo, Nutrient Blends Hair Volume Multiplier", "asin": "B08776SLJ3", "price": "$23.24"},
  {"title": "Pantene Shampoo, Sheer Volume - Lightweight Nourishment for Fine, Color-Treated Hair, 72-Hour Fullness and Body, 27.7 Oz Each, 2-Pack + Miracle Rescue Shot (0.5 Oz)", "asin": "B09GV6M2SH", "price": "$19.99"},
  {"title": "Herbal Essences Shampoo & Conditioner Set, Smooth Collection, Paraben-Free, Color-Safe, with Rose Hips & Vitamin E, 29.2 Fl Oz Each, 2-Pack", "asin": "B086S4Q7JH", "price": "$17.23"},
  {"title": "TRESemm\u00e9 Rich Moisture Shampoo and Conditioner 2 Count Rich Moisture for Dry Hair Formulated With Vitamin E and Biotin 28 oz", "asin": "B076JK8PXX", "price": "$11.94"},
  {"title": "Native Shampoo and Conditioner Set | Sulfate, Paraben, and Dye Free, with Naturally Derived Clean Ingredients| 16.5 oz (Coconut & Vanilla, Moisturizing), 2, 1.3 ounces", "asin": "B0BBBSMV94", "price": "$19.94"}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-05-01T19:03:26.047Z", // 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>
  