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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
  {"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
  {"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
  {"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
  <|memory_end|>
  
  <|action_start|>
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "quantity": "1"},
  {"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "1"},
  {"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$10.00", "quantity": "1"}],
  "promotion_items": [{"title": "Never Let a Unicorn Scribble! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1732934673", "price": "$11.69", "quantity": ""},
  {"title": "Horses and Unicorns: A Magical Horse Coloring Journey", "asin": "B0DY573JLS", "price": "$7.99", "quantity": ""},
  {"title": "ABC Coloring Book: Introducing Miracle Mouse in an Alphabet Adventure for Boys and Girls Ages 3-5: Color Animals, Birds, Fruits, Fish, Whales, ... Mouse Coloring Book Series for Kids Ages 3-5)", "asin": "B0CYH7PVBL", "price": "$7.99", "quantity": ""},
  {"title": "goopow Mini Karaoke Machine Speaker for Kids Adults, Portable Bluetooth Microphone Song Toys with LED Light, Best Chritmas Birthday Festival Gift for 3 4 5 6 7 8+ Year Old Girls Boys (Purple-2MIC)", "asin": "B0D4TMSXJ8", "price": "$27.99", "quantity": ""},
  {"title": "A to Z Animal Adventure: Coloring, Writing, and Discovery", "asin": "B0CSZCYQB6", "price": "$18.50", "quantity": ""},
  {"title": "Learn To Draw Animals Step-By-Step With Facts For Kids: Coloring And Drawing Book For Boys And Girls \u2013 Fun And Creative", "asin": "B0DW4DF388", "price": "$11.99", "quantity": ""},
  {"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "quantity": ""},
  {"title": "My First ABC and numbers coloring book: Coloring book Alphabets and numbers for boys and girls (kids Ages 3-5) Toddlers and Preschool (My First... Coloring Books for Kids)", "asin": "B0DWNSL28T", "price": "$7.60", "quantity": ""},
  {"title": "Unicorn Coloring Book For Toddlers And Kids Ages 1-7, Cute 50 Coloring Pages: To Unleash Creativity", "asin": "B0CMXM2LDF", "price": "$8.99", "quantity": ""},
  {"title": "Philip A. Fisher Collected Works, Foreword by Ken Fisher: Common Stocks and Uncommon Profits, Paths to Wealth through Common Stocks, Conservative Investors ... and Developing an Investment Philosophy", "asin": "", "price": "$26.99", "quantity": ""},
  {"title": "Poor Richard's Almanac", "asin": "", "price": "$0.99", "quantity": ""},
  {"title": "Fantastic Beasts and Where to Find Them: The Original Screenplay", "asin": "", "price": "$8.99", "quantity": ""},
  {"title": "Beating the Street", "asin": "", "price": "$15.99", "quantity": ""},
  {"title": "The Almanack of Naval Ravikant: A Guide to Wealth and Happiness", "asin": "", "price": "$2.99", "quantity": ""},
  {"title": "One Up On Wall Street: How To Use What You Already Know To Make Money In", "asin": "", "price": "$13.99", "quantity": ""},
  {"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "", "quantity": ""},
  {"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "", "quantity": ""},
  {"title": "The Little Book That Still Beats the Market (Little Books. Big Profits 29)", "asin": "", "price": "", "quantity": ""},
  {"title": "The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)", "asin": "", "price": "", "quantity": ""},
  {"title": "You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P", "asin": "", "price": "", "quantity": ""},
  {"title": "Same as Ever: A Guide to What Never Changes", "asin": "", "price": "", "quantity": ""},
  {"title": "Fantastic Beasts: The Secrets of Dumbledore \u2013 The Complete Screenplay", "asin": "", "price": "", "quantity": ""},
  {"title": "Learn to Earn: A Beginner's Guide to the Basics of Investing and", "asin": "", "price": "", "quantity": ""},
  {"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "", "price": "$45.99", "quantity": ""},
  {"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "", "price": "$69.99", "quantity": ""},
  {"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "", "price": "$99.99", "quantity": ""},
  {"title": "CoBak Case for Kindle Scribe - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Scribe 10.2\" 2022 & 2024 Released with Pen Holder", "asin": "", "price": "$20.95", "quantity": ""},
  {"title": "Amazon Kindle Scribe Fabric Folio Cover with Magnetic Attach, Sleek Protective Case - Black", "asin": "", "price": "$59.99", "quantity": ""},
  {"title": "All-New, Screen Protector, for Amazon Kindle Scribe (2024 Release)", "asin": "", "price": "$19.99", "quantity": ""},
  {"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "", "price": "$9.99", "quantity": ""},
  {"title": "Kindle Scribe Pen Replacement Tips", "asin": "", "price": "$14.99", "quantity": ""},
  {"title": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "", "price": "$19.99", "quantity": ""},
  {"title": "Fintie Stand Case for Kindle Scribe - Premium PU Leather Foldable Stand Cover Auto Sleep/Wake with Card Slot and Pen Holder for 10.2 Inch Kindle Scribe (2024/2022 Release), Brown", "asin": "", "price": "$27.95", "quantity": ""},
  {"title": "Fintie Slimshell Case for 10.2\" Kindle Scribe (2024/2022 Release) - Slim Lightweight Premium PU Leather Book Folio Cover, Auto Sleep/Wake with Pen Holder, Composition Book", "asin": "", "price": "$23.39", "quantity": ""},
  {"title": "New Amazon Kindle Scribe Premium Pen, Sleek Stylus Design with Improved Eraser - Tungsten", "asin": "", "price": "$79.99", "quantity": ""},
  {"title": "HGWALP Slimshell Clear Case for Kindle Scribe 10.2\" (2024/2022 Release),Kindle Scribe Case Cover 10.2 inch 2024/2022 with Pen Holder and Auto Sleep/Wake Function-Composition Book", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "All-New Kindle Scribe Case (10.2\", 2024/2022 Released), Sanyetral Premium PU Leather Dual Angle Trifold Stand Cover with Pen Holder and Auto Sleep/Wake Function, Not for TCL Remarkable -Dark Blue", "asin": "", "price": "$18.99", "quantity": ""},
  {"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "", "price": "$5.99", "quantity": ""},
  {"title": "Birthday Girl: I am 5: Happy Birthday Coloring and Activity Book (Happy Birthday Coloring and Activity Books for Kids)", "asin": "", "price": "$7.99", "quantity": ""},
  {"title": "I AM 5 AND AMAZING: Coloring book with unicorns and positive affirmations for girls", "asin": "", "price": "$9.97", "quantity": ""},
  {"title": "Coloring Book for a 5 Year Old Girl: Birthday Gift, Christmas Stocking, or Easter Basket Stuffer (Easter Basket Stuffer for 5 Year Old Girl)", "asin": "", "price": "$7.95", "quantity": ""},
  {"title": "Birthday Girl : I Am 5 Years Old Now. Activity and Coloring Book: Birthday Activity Book for Kids (Birthday Activity Books)", "asin": "", "price": "$7.99", "quantity": ""},
  {"title": "Fancy Nancy and the Quest for the Unicorn: Includes Over 30 Stickers!", "asin": "", "price": "$5.59", "quantity": ""},
  {"title": "My Activity Book of Pretty Pink Fun for Girls 4-8: Ballerinas, Fairies, Princesses, and More! (Coloring Pages, Mazes, Dot-to-Dots, Puzzles, Stories, and More)", "asin": "", "price": "$9.29", "quantity": ""},
  {"title": "4 Year Old Girl Birthday Gifts : I Am 4 & Magical | Coloring Book With Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift for Little Girl Age 4", "asin": "", "price": "$6.99", "quantity": ""},
  {"title": "Hopscotch Girls I Am Confident Brave & Beautiful Inspirational Coloring Books for Kids Ages 4-8 & Up 8-12 Empowering Boost Confidence Color Book", "asin": "", "price": "$6.99", "quantity": ""},
  {"title": "Happy Birthday, Princess! (Disney Princess) (Step into Reading)", "asin": "", "price": "$4.64", "quantity": ""},
  {"title": "Kindergarten Activity Book Unicorns: 75 Games to Practice Early Reading, Writing, and Math Skills (School Skills Activity Books)", "asin": "", "price": "$5.64", "quantity": ""},
  {"title": "Kindergarten, Here I Come!", "asin": "", "price": "$6.49", "quantity": ""},
  {"title": "Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)", "asin": "", "price": "$8.99", "quantity": ""},
  {"title": "Little Unicorn's Birthday (Ten Minutes to Bed)", "asin": "", "price": "$10.63", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-03-24T21:30:00.541Z", // 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
  {"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
  {"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
  {"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
  <|memory_end|>
  
  <|action_start|>
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "quantity": "1"},
  {"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "1"},
  {"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$10.00", "quantity": "1"}],
  "promotion_items": [{"title": "Never Let a Unicorn Scribble! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1732934673", "price": "$11.69", "quantity": ""},
  {"title": "Horses and Unicorns: A Magical Horse Coloring Journey", "asin": "B0DY573JLS", "price": "$7.99", "quantity": ""},
  {"title": "ABC Coloring Book: Introducing Miracle Mouse in an Alphabet Adventure for Boys and Girls Ages 3-5: Color Animals, Birds, Fruits, Fish, Whales, ... Mouse Coloring Book Series for Kids Ages 3-5)", "asin": "B0CYH7PVBL", "price": "$7.99", "quantity": ""},
  {"title": "goopow Mini Karaoke Machine Speaker for Kids Adults, Portable Bluetooth Microphone Song Toys with LED Light, Best Chritmas Birthday Festival Gift for 3 4 5 6 7 8+ Year Old Girls Boys (Purple-2MIC)", "asin": "B0D4TMSXJ8", "price": "$27.99", "quantity": ""},
  {"title": "A to Z Animal Adventure: Coloring, Writing, and Discovery", "asin": "B0CSZCYQB6", "price": "$18.50", "quantity": ""},
  {"title": "Learn To Draw Animals Step-By-Step With Facts For Kids: Coloring And Drawing Book For Boys And Girls \u2013 Fun And Creative", "asin": "B0DW4DF388", "price": "$11.99", "quantity": ""},
  {"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "quantity": ""},
  {"title": "My First ABC and numbers coloring book: Coloring book Alphabets and numbers for boys and girls (kids Ages 3-5) Toddlers and Preschool (My First... Coloring Books for Kids)", "asin": "B0DWNSL28T", "price": "$7.60", "quantity": ""},
  {"title": "Unicorn Coloring Book For Toddlers And Kids Ages 1-7, Cute 50 Coloring Pages: To Unleash Creativity", "asin": "B0CMXM2LDF", "price": "$8.99", "quantity": ""},
  {"title": "Philip A. Fisher Collected Works, Foreword by Ken Fisher: Common Stocks and Uncommon Profits, Paths to Wealth through Common Stocks, Conservative Investors ... and Developing an Investment Philosophy", "asin": "", "price": "$26.99", "quantity": ""},
  {"title": "Poor Richard's Almanac", "asin": "", "price": "$0.99", "quantity": ""},
  {"title": "Fantastic Beasts and Where to Find Them: The Original Screenplay", "asin": "", "price": "$8.99", "quantity": ""},
  {"title": "Beating the Street", "asin": "", "price": "$15.99", "quantity": ""},
  {"title": "The Almanack of Naval Ravikant: A Guide to Wealth and Happiness", "asin": "", "price": "$2.99", "quantity": ""},
  {"title": "One Up On Wall Street: How To Use What You Already Know To Make Money In", "asin": "", "price": "$13.99", "quantity": ""},
  {"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "", "quantity": ""},
  {"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "", "quantity": ""},
  {"title": "The Little Book That Still Beats the Market (Little Books. Big Profits 29)", "asin": "", "price": "", "quantity": ""},
  {"title": "The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)", "asin": "", "price": "", "quantity": ""},
  {"title": "You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P", "asin": "", "price": "", "quantity": ""},
  {"title": "Same as Ever: A Guide to What Never Changes", "asin": "", "price": "", "quantity": ""},
  {"title": "Fantastic Beasts: The Secrets of Dumbledore \u2013 The Complete Screenplay", "asin": "", "price": "", "quantity": ""},
  {"title": "Learn to Earn: A Beginner's Guide to the Basics of Investing and", "asin": "", "price": "", "quantity": ""},
  {"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "", "price": "$45.99", "quantity": ""},
  {"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "", "price": "$69.99", "quantity": ""},
  {"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "", "price": "$99.99", "quantity": ""},
  {"title": "CoBak Case for Kindle Scribe - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Scribe 10.2\" 2022 & 2024 Released with Pen Holder", "asin": "", "price": "$20.95", "quantity": ""},
  {"title": "Amazon Kindle Scribe Fabric Folio Cover with Magnetic Attach, Sleek Protective Case - Black", "asin": "", "price": "$59.99", "quantity": ""},
  {"title": "All-New, Screen Protector, for Amazon Kindle Scribe (2024 Release)", "asin": "", "price": "$19.99", "quantity": ""},
  {"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "", "price": "$9.99", "quantity": ""},
  {"title": "Kindle Scribe Pen Replacement Tips", "asin": "", "price": "$14.99", "quantity": ""},
  {"title": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "", "price": "$19.99", "quantity": ""},
  {"title": "Fintie Stand Case for Kindle Scribe - Premium PU Leather Foldable Stand Cover Auto Sleep/Wake with Card Slot and Pen Holder for 10.2 Inch Kindle Scribe (2024/2022 Release), Brown", "asin": "", "price": "$27.95", "quantity": ""},
  {"title": "Fintie Slimshell Case for 10.2\" Kindle Scribe (2024/2022 Release) - Slim Lightweight Premium PU Leather Book Folio Cover, Auto Sleep/Wake with Pen Holder, Composition Book", "asin": "", "price": "$23.39", "quantity": ""},
  {"title": "New Amazon Kindle Scribe Premium Pen, Sleek Stylus Design with Improved Eraser - Tungsten", "asin": "", "price": "$79.99", "quantity": ""},
  {"title": "HGWALP Slimshell Clear Case for Kindle Scribe 10.2\" (2024/2022 Release),Kindle Scribe Case Cover 10.2 inch 2024/2022 with Pen Holder and Auto Sleep/Wake Function-Composition Book", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "All-New Kindle Scribe Case (10.2\", 2024/2022 Released), Sanyetral Premium PU Leather Dual Angle Trifold Stand Cover with Pen Holder and Auto Sleep/Wake Function, Not for TCL Remarkable -Dark Blue", "asin": "", "price": "$18.99", "quantity": ""},
  {"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "", "price": "$5.99", "quantity": ""},
  {"title": "Birthday Girl: I am 5: Happy Birthday Coloring and Activity Book (Happy Birthday Coloring and Activity Books for Kids)", "asin": "", "price": "$7.99", "quantity": ""},
  {"title": "I AM 5 AND AMAZING: Coloring book with unicorns and positive affirmations for girls", "asin": "", "price": "$9.97", "quantity": ""},
  {"title": "Coloring Book for a 5 Year Old Girl: Birthday Gift, Christmas Stocking, or Easter Basket Stuffer (Easter Basket Stuffer for 5 Year Old Girl)", "asin": "", "price": "$7.95", "quantity": ""},
  {"title": "Birthday Girl : I Am 5 Years Old Now. Activity and Coloring Book: Birthday Activity Book for Kids (Birthday Activity Books)", "asin": "", "price": "$7.99", "quantity": ""},
  {"title": "Fancy Nancy and the Quest for the Unicorn: Includes Over 30 Stickers!", "asin": "", "price": "$5.59", "quantity": ""},
  {"title": "My Activity Book of Pretty Pink Fun for Girls 4-8: Ballerinas, Fairies, Princesses, and More! (Coloring Pages, Mazes, Dot-to-Dots, Puzzles, Stories, and More)", "asin": "", "price": "$9.29", "quantity": ""},
  {"title": "4 Year Old Girl Birthday Gifts : I Am 4 & Magical | Coloring Book With Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift for Little Girl Age 4", "asin": "", "price": "$6.99", "quantity": ""},
  {"title": "Hopscotch Girls I Am Confident Brave & Beautiful Inspirational Coloring Books for Kids Ages 4-8 & Up 8-12 Empowering Boost Confidence Color Book", "asin": "", "price": "$6.99", "quantity": ""},
  {"title": "Happy Birthday, Princess! (Disney Princess) (Step into Reading)", "asin": "", "price": "$4.64", "quantity": ""},
  {"title": "Kindergarten Activity Book Unicorns: 75 Games to Practice Early Reading, Writing, and Math Skills (School Skills Activity Books)", "asin": "", "price": "$5.64", "quantity": ""},
  {"title": "Kindergarten, Here I Come!", "asin": "", "price": "$6.49", "quantity": ""},
  {"title": "Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)", "asin": "", "price": "$8.99", "quantity": ""},
  {"title": "Little Unicorn's Birthday (Ten Minutes to Bed)", "asin": "", "price": "$10.63", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-03-24T21:30:00.541Z", // 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
  {"timestamp": "2025-03-24T21:17:41.227Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:14.586Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:17.633Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:24.977Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:18:26.723Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:21:32.890Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:21:41.814Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
  {"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
  {"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
  <|memory_end|>
  
  <|action_start|>
  <|action_end|>
  
  <|observation_start|>
  Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
  "search_term": [{"term": ""}],
  "cart_items": [{"title": "Gifts for 5 Year Old Girls : I Am 5 & Magical | Coloring Book with Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift For Little Girl Age 5", "asin": "B0BFJ1SSY6", "price": "$7.99", "quantity": "1"},
  {"title": "New Amazon Kindle Scribe (16GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9VFQ2P", "price": "$399.99", "quantity": "1"},
  {"title": "Cottonelle Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$10.00", "quantity": "1"}],
  "promotion_items": [{"title": "Never Let a Unicorn Scribble! (Funny Unicorn Picture Book series For Ages 4-8)", "asin": "1732934673", "price": "$11.69", "quantity": ""},
  {"title": "Horses and Unicorns: A Magical Horse Coloring Journey", "asin": "B0DY573JLS", "price": "$7.99", "quantity": ""},
  {"title": "ABC Coloring Book: Introducing Miracle Mouse in an Alphabet Adventure for Boys and Girls Ages 3-5: Color Animals, Birds, Fruits, Fish, Whales, ... Mouse Coloring Book Series for Kids Ages 3-5)", "asin": "B0CYH7PVBL", "price": "$7.99", "quantity": ""},
  {"title": "goopow Mini Karaoke Machine Speaker for Kids Adults, Portable Bluetooth Microphone Song Toys with LED Light, Best Chritmas Birthday Festival Gift for 3 4 5 6 7 8+ Year Old Girls Boys (Purple-2MIC)", "asin": "B0D4TMSXJ8", "price": "$27.99", "quantity": ""},
  {"title": "A to Z Animal Adventure: Coloring, Writing, and Discovery", "asin": "B0CSZCYQB6", "price": "$18.50", "quantity": ""},
  {"title": "Learn To Draw Animals Step-By-Step With Facts For Kids: Coloring And Drawing Book For Boys And Girls \u2013 Fun And Creative", "asin": "B0DW4DF388", "price": "$11.99", "quantity": ""},
  {"title": "Bravokids 10 Inch LCD Writing Tablet for 3-8 Year Olds - Electronic Drawing Pad and Doodle Board as Educational Birthday Gifts for Girls and Boys (Pink)", "asin": "B083BCTLP5", "price": "$19.99", "quantity": ""},
  {"title": "My First ABC and numbers coloring book: Coloring book Alphabets and numbers for boys and girls (kids Ages 3-5) Toddlers and Preschool (My First... Coloring Books for Kids)", "asin": "B0DWNSL28T", "price": "$7.60", "quantity": ""},
  {"title": "Unicorn Coloring Book For Toddlers And Kids Ages 1-7, Cute 50 Coloring Pages: To Unleash Creativity", "asin": "B0CMXM2LDF", "price": "$8.99", "quantity": ""},
  {"title": "Philip A. Fisher Collected Works, Foreword by Ken Fisher: Common Stocks and Uncommon Profits, Paths to Wealth through Common Stocks, Conservative Investors ... and Developing an Investment Philosophy", "asin": "", "price": "$26.99", "quantity": ""},
  {"title": "Poor Richard's Almanac", "asin": "", "price": "$0.99", "quantity": ""},
  {"title": "Fantastic Beasts and Where to Find Them: The Original Screenplay", "asin": "", "price": "$8.99", "quantity": ""},
  {"title": "Beating the Street", "asin": "", "price": "$15.99", "quantity": ""},
  {"title": "The Almanack of Naval Ravikant: A Guide to Wealth and Happiness", "asin": "", "price": "$2.99", "quantity": ""},
  {"title": "One Up On Wall Street: How To Use What You Already Know To Make Money In", "asin": "", "price": "$13.99", "quantity": ""},
  {"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "", "quantity": ""},
  {"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "", "quantity": ""},
  {"title": "The Little Book That Still Beats the Market (Little Books. Big Profits 29)", "asin": "", "price": "", "quantity": ""},
  {"title": "The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)", "asin": "", "price": "", "quantity": ""},
  {"title": "You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P", "asin": "", "price": "", "quantity": ""},
  {"title": "Same as Ever: A Guide to What Never Changes", "asin": "", "price": "", "quantity": ""},
  {"title": "Fantastic Beasts: The Secrets of Dumbledore \u2013 The Complete Screenplay", "asin": "", "price": "", "quantity": ""},
  {"title": "Learn to Earn: A Beginner's Guide to the Basics of Investing and", "asin": "", "price": "", "quantity": ""},
  {"title": "2-Year Accident Protection Plan for New Kindle Scribe", "asin": "", "price": "$45.99", "quantity": ""},
  {"title": "Introducing All-New Plant-Based Leather Folio Cover with Magnetic Attach, Designed with Sustainability in Mind for New Amazon Kindle Scribe", "asin": "", "price": "$69.99", "quantity": ""},
  {"title": "New Amazon Kindle Scribe Folio Cover with Magnetic Attach, Sleek Protective Case - Premium Leather", "asin": "", "price": "$99.99", "quantity": ""},
  {"title": "CoBak Case for Kindle Scribe - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Scribe 10.2\" 2022 & 2024 Released with Pen Holder", "asin": "", "price": "$20.95", "quantity": ""},
  {"title": "Amazon Kindle Scribe Fabric Folio Cover with Magnetic Attach, Sleek Protective Case - Black", "asin": "", "price": "$59.99", "quantity": ""},
  {"title": "All-New, Screen Protector, for Amazon Kindle Scribe (2024 Release)", "asin": "", "price": "$19.99", "quantity": ""},
  {"title": "Supershieldz (3 Pack) Anti-Glare (Matte) Screen Protector Designed for Kindle Scribe 10.2 inch (1st Generation - 2024/2022 Release)", "asin": "", "price": "$9.99", "quantity": ""},
  {"title": "Kindle Scribe Pen Replacement Tips", "asin": "", "price": "$14.99", "quantity": ""},
  {"title": "Amazon 9W Official OEM USB Charger and Power Adapter for Fire Tablets, Kindle eReaders, and Echo Dot", "asin": "", "price": "$19.99", "quantity": ""},
  {"title": "Fintie Stand Case for Kindle Scribe - Premium PU Leather Foldable Stand Cover Auto Sleep/Wake with Card Slot and Pen Holder for 10.2 Inch Kindle Scribe (2024/2022 Release), Brown", "asin": "", "price": "$27.95", "quantity": ""},
  {"title": "Fintie Slimshell Case for 10.2\" Kindle Scribe (2024/2022 Release) - Slim Lightweight Premium PU Leather Book Folio Cover, Auto Sleep/Wake with Pen Holder, Composition Book", "asin": "", "price": "$23.39", "quantity": ""},
  {"title": "New Amazon Kindle Scribe Premium Pen, Sleek Stylus Design with Improved Eraser - Tungsten", "asin": "", "price": "$79.99", "quantity": ""},
  {"title": "HGWALP Slimshell Clear Case for Kindle Scribe 10.2\" (2024/2022 Release),Kindle Scribe Case Cover 10.2 inch 2024/2022 with Pen Holder and Auto Sleep/Wake Function-Composition Book", "asin": "", "price": "$16.99", "quantity": ""},
  {"title": "All-New Kindle Scribe Case (10.2\", 2024/2022 Released), Sanyetral Premium PU Leather Dual Angle Trifold Stand Cover with Pen Holder and Auto Sleep/Wake Function, Not for TCL Remarkable -Dark Blue", "asin": "", "price": "$18.99", "quantity": ""},
  {"title": "Gifts for 5 Year Old Girls : I Am 5 and Creative : Activity Book with Unicorns, Mermaids, princesses: Christmas Birthday Presents for Girl Age Five (Kids Books : I Am Creative)", "asin": "", "price": "$5.99", "quantity": ""},
  {"title": "Birthday Girl: I am 5: Happy Birthday Coloring and Activity Book (Happy Birthday Coloring and Activity Books for Kids)", "asin": "", "price": "$7.99", "quantity": ""},
  {"title": "I AM 5 AND AMAZING: Coloring book with unicorns and positive affirmations for girls", "asin": "", "price": "$9.97", "quantity": ""},
  {"title": "Coloring Book for a 5 Year Old Girl: Birthday Gift, Christmas Stocking, or Easter Basket Stuffer (Easter Basket Stuffer for 5 Year Old Girl)", "asin": "", "price": "$7.95", "quantity": ""},
  {"title": "Birthday Girl : I Am 5 Years Old Now. Activity and Coloring Book: Birthday Activity Book for Kids (Birthday Activity Books)", "asin": "", "price": "$7.99", "quantity": ""},
  {"title": "Fancy Nancy and the Quest for the Unicorn: Includes Over 30 Stickers!", "asin": "", "price": "$5.59", "quantity": ""},
  {"title": "My Activity Book of Pretty Pink Fun for Girls 4-8: Ballerinas, Fairies, Princesses, and More! (Coloring Pages, Mazes, Dot-to-Dots, Puzzles, Stories, and More)", "asin": "", "price": "$9.29", "quantity": ""},
  {"title": "4 Year Old Girl Birthday Gifts : I Am 4 & Magical | Coloring Book With Unicorns, Mermaids, Fairies: Cute Birthday / Christmas Gift for Little Girl Age 4", "asin": "", "price": "$6.99", "quantity": ""},
  {"title": "Hopscotch Girls I Am Confident Brave & Beautiful Inspirational Coloring Books for Kids Ages 4-8 & Up 8-12 Empowering Boost Confidence Color Book", "asin": "", "price": "$6.99", "quantity": ""},
  {"title": "Happy Birthday, Princess! (Disney Princess) (Step into Reading)", "asin": "", "price": "$4.64", "quantity": ""},
  {"title": "Kindergarten Activity Book Unicorns: 75 Games to Practice Early Reading, Writing, and Math Skills (School Skills Activity Books)", "asin": "", "price": "$5.64", "quantity": ""},
  {"title": "Kindergarten, Here I Come!", "asin": "", "price": "$6.49", "quantity": ""},
  {"title": "Princess, Unicorn, Fairy, and Mermaid: Cute Coloring Book For Kids Ages 4-8 (Easter Basket Stuffers)", "asin": "", "price": "$8.99", "quantity": ""},
  {"title": "Little Unicorn's Birthday (Ten Minutes to Bed)", "asin": "", "price": "$10.63", "quantity": ""}]
  <|observation_end|>
  
  # Output Format
  Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
  "<answer>
  {
  "timestamp": "2025-03-24T21:30:00.541Z", // 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>
  