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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
  {"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "product_details": [{"asin": "B0764L8XHW"},
  {"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
  {"price": "$22.06"},
  {"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Scent": "Lavender Lullaby"},
  {"Size": "32 Fl Oz (Pack of 2)"}],
  "promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
  {"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
  {"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
  {"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
  {"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
  {"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
  {"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
  {"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
  {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
  {"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
  {"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
  {"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
  {"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
  {"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
  "comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
  {"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
  {"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
  {"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
  {"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
  {"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
  <|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": "2025-04-21T20:29:40.674Z", // 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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
  {"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "product_details": [{"asin": "B0764L8XHW"},
  {"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
  {"price": "$22.06"},
  {"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Scent": "Lavender Lullaby"},
  {"Size": "32 Fl Oz (Pack of 2)"}],
  "promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
  {"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
  {"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
  {"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
  {"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
  {"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
  {"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
  {"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
  {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
  {"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
  {"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
  {"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
  {"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
  {"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
  "comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
  {"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
  {"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
  {"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
  {"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
  {"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
  <|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": "2025-04-21T20:29:40.674Z", // 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": "2025-04-15T20:19:51.728Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:20:35.914Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-15T20:21:07.364Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
  {"timestamp": "2025-04-15T20:21:12.522Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-15T20:21:33.114Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:33.150Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:46.327Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:46.365Z", "action": "click", "action_argument": "cart_page_select"}
  {"timestamp": "2025-04-15T20:21:50.154Z", "action": "purchase", "action_argument": "B0C5ZRQS2X"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-04-21T20:28:26.591Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:28:26.845Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-21T20:29:26.094Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:26.266Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:27.266Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:27.549Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-21T20:29:27.728Z", "action": "click", "action_argument": "other"}
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "product_details": [{"asin": "B0764L8XHW"},
  {"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils"},
  {"price": "$22.06"},
  {"bullet_list": "Contains 2 - 32oz Bottles 100% Recycled Plastic Lavender and Orange essential oils are blended together to make bath time a calming experience. Cleansers are derived from Coconut oil to create rich bubbles for an extra foamy lather. Vitamins B5 and E are added to provide even more nourishing moisture to skin. EO Organic Herbal Blend of Aloe, Chamomile, Calendula, and White Tea extracts soothes skin and leaves it touchably soft. Non GMO Verified, Gluten Free, Recyclable, Cruelty Free, No Synthetic Fragrance and B Certified"}],
  "product_quantity": [{"quantity": "1"},
  {"quantity": "1"}],
  "product_options": [{"Scent": "Lavender Lullaby"},
  {"Size": "32 Fl Oz (Pack of 2)"}],
  "promotion_items": [{"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
  {"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
  {"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
  {"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Pacific Eucalyptus, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B01KMLU088", "price": "$25.98", "quantity": ""},
  {"title": "Dr Teal's Kids 3-in-1 Sleep Bath: Bubble Bath, Body Wash & Shampoo with Melatonin & Essential Oil, 20 fl oz (Pack of 3)", "asin": "B0CCS9MC9X", "price": "$17.61", "quantity": ""},
  {"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""},
  {"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
  {"title": "Suave Kids Minions Coco-Craze Slime 3-In-1 Shampoo, Conditioner, and Body Wash, For Tear-Free and Gentle Cleansing, 13.5 oz, 4 Pack", "asin": "B0DNG33Q2N", "price": "$21.51", "quantity": ""},
  {"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
  {"title": "Evereden Kids Haircare Set: Hair Detangling Shampoo & Conditioner for Children Ages 3+, Plant Protein Peptides & Argan Oil, Vegan, Free from Sulfate, Paraben, Phthalate & Petrolatum", "asin": "B0CHLK84TF", "price": "$55.95", "quantity": ""},
  {"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender and Aloe, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils (Packaging May Vary)", "asin": "B00L7S3FDI", "price": "$22.08", "quantity": ""},
  {"title": "Suave Kids 3-in-1 Spongebob, Tear Free, Body Wash, Shampoo and Conditioners, Dermatologist Tested, 28 Oz Pack of 4", "asin": "B0CPD2P114", "price": "$23.92", "quantity": ""},
  {"title": "Dr Teal's Foaming Bath with Pure Epsom Salt, Soothe & Sleep with Lavender, 34 fl oz (Pack of 4)", "asin": "B09KBSRW6Q", "price": "$23.48", "quantity": ""},
  {"title": "Burt's Bees Baby Shampoo and Body Wash, Tear Free Soap, 98% Natural Origina Baby Soap, Original Scent, 12 Oz (Pack of 3)", "asin": "B006L3MDDC", "price": "$21.29", "quantity": ""}],
  "comparison_items": [{"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 2), Lavender Lullaby, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B0764L8XHW", "price": "$22.06"},
  {"title": "Everyone for Every Body 3-in-1 Soap: Shampoo, Body Wash, and Bubble Bath, Lavender and Aloe, 32 Ounce", "asin": "B06XPZ1CXH", "price": "$20.58"},
  {"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Tropical Coconut, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00F3IJSIE", "price": "$10.99"},
  {"title": "Everyone 3-in-1 Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Coconut and Lemon, Coconut Cleanser with Organic Plant Extracts and Pure Essential Oils", "asin": "B00EZLN4F8", "price": "$11.04"},
  {"title": "Everyone Soap For Every Kid 3 in 1 Head To Toes Variety Pack (Lavender Lullaby, Orange Squeeze, Tropical Coconut Twist) 32 Oz", "asin": "B07GZ3NDTV", "price": "$43.90"},
  {"title": "Everyone 3-in-1 Kids Soap, Body Wash, Bubble Bath, Shampoo, 32 Ounce (Pack of 1), Orange Squeeze, Coconut Cleanser with Plant Extracts and Pure Essential Oils", "asin": "B00ADJEU68", "price": "$11.04"}]
  <|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": "2025-04-21T20:29:40.674Z", // 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>
  