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": "2025-04-14T23:54:00.570Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:54:17.067Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:56:06.815Z", "action": "input", "action_argument": "cat food"}
  {"timestamp": "2025-04-19T05:19:42.599Z", "action": "input", "action_argument": "electric toothbrush"}
  {"timestamp": "2025-04-19T05:24:39.683Z", "action": "click_product", "action_argument": "B09HZXBYGN"}
  {"timestamp": "2025-04-19T05:24:52.235Z", "action": "purchase", "action_argument": "B09HZXBYGN"}
  {"timestamp": "2025-04-19T05:24:58.372Z", "action": "input", "action_argument": "nail "}
  {"timestamp": "2025-04-19T05:25:01.761Z", "action": "input", "action_argument": "nail scissors"}
  {"timestamp": "2025-04-19T05:25:02.010Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:12.967Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:14.138Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:16.449Z", "action": "input", "action_argument": "nail cut"}
  {"timestamp": "2025-04-19T05:25:16.959Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:31.006Z", "action": "purchase", "action_argument": "B0015HKN3G"}
  {"timestamp": "2025-04-19T05:25:36.287Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T06:29:40.256Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T06:29:49.873Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T06:30:01.796Z", "action": "purchase", "action_argument": "B0015HKN3G, B09HZXBYGN"}
  {"timestamp": "2025-04-19T19:37:44.238Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T19:40:05.690Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:40:08.243Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:41:44.555Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T19:47:02.806Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T19:48:16.835Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T19:48:25.366Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T19:48:29.046Z", "action": "click_product", "action_argument": "B00V5K38HG"}
  {"timestamp": "2025-04-19T19:48:39.720Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-19T19:51:56.949Z", "action": "click_product", "action_argument": "B0B6GZ1DZY"}
  {"timestamp": "2025-04-19T19:57:46.382Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:57:46.552Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:57:46.682Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:57:50.783Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:58:01.468Z", "action": "click_product", "action_argument": "B01N30MZJX"}
  {"timestamp": "2025-04-20T05:08:44.505Z", "action": "input", "action_argument": "bird toy sound bird"}
  {"timestamp": "2025-04-20T05:08:45.293Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:10:22.275Z", "action": "click_product", "action_argument": "B08BJBK1B8"}
  {"timestamp": "2025-04-20T05:12:41.624Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-20T05:12:42.722Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:42.891Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:43.809Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:44.794Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:46.242Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:47.849Z", "action": "input", "action_argument": "cat toy sound bird"}
  {"timestamp": "2025-04-20T05:12:47.907Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:14:10.625Z", "action": "input", "action_argument": "cat toy small sound bird"}
  {"timestamp": "2025-04-20T05:14:10.894Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:15:01.863Z", "action": "click_product", "action_argument": "B0BHX8LYRD"}
  {"timestamp": "2025-04-20T05:15:20.022Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:15:22.043Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:16:00.254Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:16:01.103Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:16:04.961Z", "action": "purchase", "action_argument": "B0BHX8LYRD"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-06T03:13:56.440Z", "action": "input", "action_argument": "graduate apparel"}
  {"timestamp": "2025-05-06T03:13:56.698Z", "action": "click", "action_argument": "search"}
  <|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": "graduate apparel"}],
  "cart_items": [{"title": "BYYDDIY 3 in 1 Stainless Steel Muscle Scraper Tools Set,Scraping Massage Tools for Physical Therapy,Derma Edge & GuaSha Massage Scraper Tool", "asin": "B0BFMTJZ1L", "price": "$27.89", "quantity": "1"}],
  "promotion_items": [{"title": "Freesya\nGraduation Gifts, Initial Crossbody Bags for Women Girls, Lightweight Mini Shoulder Bag, Leather Waterproof Sling Bag, Monogrammed Gifts for Teens, Cute Trendy Stuff, Travel Essentials", "asin": "B0DPKCY3B9", "price": "$23.99", "quantity": ""},
  {"title": "Vogewood\nGraduation Gifts Initial Large Makeup Bag, Personalized Double Layer Cosmetic Bag with Makeup Brush Organizer, PU Leather Travel Toiletry Bag,Bride Gift Teacher Appreciation Gifts", "asin": "B0CC8VGKPW", "price": "$23.99", "quantity": ""},
  {"title": "OSBO GradSeason\nUnisex Matte Kindergarten Graduation Gown Cap Tassel Set 2025", "asin": "B07DK86QL5", "price": "$17.99", "quantity": ""},
  {"title": "Vogewood\nGraduate Gifts for Her-Girls Duffle Bag with Shoe Compartment, Kids Weekender Bags, Overnight Bag with Makeup Pouch, Gifts for 10 11 12 13 14 15 16 Year Old Kid-Graduation Present (Letter K)", "asin": "B0D5LFJK7B", "price": "$39.99", "quantity": ""},
  {"title": "PinMart\nNursing Student Graduate Gift Caduceus Red Heart Jewelry Lapel Pin", "asin": "B01FRBWYIM", "price": "$9.25", "quantity": ""}],
  "ads": [{"title": "Graduation Family 2025 T-Shirt, Custom Picture Graduation Shirt, Graduate Fans Shirt, Proud mom of a 2025 Graduate Shirt Multicolor", "asin": "B09688HMFJ"},
  {"title": "2025 Graduate Shirt with Your Custom Photo, Family Matching Graduation T-Shirts, Senior 2025 Tee, College Graduation Multicolor", "asin": "B0DZHJYW82"},
  {"title": "Graduation Family Shirts, Personalized Custom Grad Squad, Senior, Proud mom of Grad T-Shirt, Class of Family Graduate, Proud Mom Dad (Design 4)", "asin": "B09YH8TKXV"}],
  "search_results": [{"title": "I Did It Graduation 2025 Graduate Class of 2025 Senior T-Shirt", "asin": "B0D6MG5C7S", "price": "$15.29", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class Of 2025 Graduation Shirts for Him Her Family Women Men T-Shirt", "asin": "B0DYGB9ZQP", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class of 2025 College University High School Future Graduate T-Shirt", "asin": "B08GQMC8TB", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Done Class of 2025 Senior Graduation Gifts Graduate 25 T-Shirt", "asin": "B0F3G55B9H", "price": "$17.95", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud cousin of a class of 2025 graduate senior graduation T-Shirt", "asin": "B0DYPCCJBV", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Mom Of A Class of 2025 Graduate Senior Graduation T-Shirt", "asin": "B0D6PZXMWH", "price": "$15.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Mexican Graduation Stole Class of 2025 - Classic Mexico Style Honor Stoles for Unisex Adult College Students", "asin": "B0DY7VXQXY", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Custom Graduation Shirts 2025 for Family Proud Mom of a 2025 Graduate Shirt Proud Dad Grandma T Shirts Matching Senior 2025 Tshirts Class of 2025 Grad Tees", "asin": "B0D1KJB66B", "price": "$13.99", "delivery": "$4.99 delivery May 13 - 14 Or fastest delivery May 8 - 13"},
  {"title": "Graduation Class 2025 Family Proud MOM DAD Graduate, Senior Grad, Graduation 2025 Tees Custom T-Shirt.", "asin": "B0BWX41CZ4", "price": "$11.99", "delivery": "FREE delivery May 12 - 15 Or fastest delivery May 8 - 13"},
  {"title": "Class Of 2025 Shirt Graduation Senior High School College T-Shirt", "asin": "B0DSY8JT6T", "price": "$15.95", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Aunt of a 2025 Graduate Senior Graduation Women T-Shirt", "asin": "B0D6LQC13Z", "price": "$14.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Lawyer Parents Father Mother Law School Graduation T-Shirt", "asin": "B07HLRKGM1", "price": "$16.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Proud Mom of 2025 Graduate Mother Senior 25 Graduation Gift T-Shirt", "asin": "B0F3G9XNY4", "price": "$17.95", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Proud Mom of a Class of 2025 Graduate T-Shirt - Senior Graduation Gift for Mothers - Class of 2025 Mom Graphic Tee", "asin": "B0F7GLQ5PG", "price": "$14.99", "delivery": "$5.99 delivery Mon, May 12"},
  {"title": "Proud Grandpa of A 2025 Graduate Grandpa Graduation 2025 T-Shirt", "asin": "B0DXCCW8ZW", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "2 Piece White Graduation Stole Sash Adult 60 inch Plain Unisex Graduate Honor Stole Class of 2025", "asin": "B08Y8K4GS2", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Grand Canyon Tee GCU University Class of 2025 Graduate Arch T-Shirt", "asin": "B0DNX4FJDR", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class Of 2024 Graduation Funny I Did It Graduate Men Women T-Shirt", "asin": "B0D28QP5K8", "price": "$14.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Class Of 2025 Level Complete Video Gamer Senior Graduation T-Shirt", "asin": "B0D3RDHLLS", "price": "$15.29", "delivery": "FREE delivery Fri, May 9"},
  {"title": "DONE Class Of 2025 Graduation Graduate For Her, Him T-Shirt", "asin": "B0F3JYGDFK", "price": "$15.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduate 2025 for Class of 2025 graduation Matching Group T-Shirt", "asin": "B0F498XZCJ", "price": "$15.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Done Class Of 2025 Graduation Graduate Senior High School T-Shirt", "asin": "B0F3WL6Y4F", "price": "$13.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduation Family 2025 Tshirt, Proud Mom of a 2025 Graduate Shirt, Congrats Grad, Class of 2025 College & High School Shirt", "asin": "B0BX4MFWYB", "price": "$16.95", "delivery": "FREE delivery May 14 - 16 Or fastest delivery May 13 - 15"},
  {"title": "Graduate 2025 for class of 2025 graduation Pullover Hoodie", "asin": "B0F3JPX41N", "price": "$31.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Mom of a 2025 Graduate Class Senior Graduation mother T-Shirt", "asin": "B0D9HMS3B3", "price": "$17.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Kindergarten Graduation Sash 2024 Kids Graduation Stole, Unisex Preschool Graduation Satin Sash with Colorful Word", "asin": "B0CQ4W1R84", "price": "$5.88", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Historical Black College University HBCU Alumni Graduate T-Shirt", "asin": "B0DBV9BYLN", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class of 2025 Graduation Funny Graduate Quote High School T-Shirt", "asin": "B0DF4FV3R8", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Brother Senior 2024 Proud Brother Of Class Of 2024 Graduate T-Shirt", "asin": "B0CV94FZYK", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "One Degree Hotter - Graduation College Graduate 2023 T-Shirt", "asin": "B0BYTK86TS", "price": "$17.84", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduate Senior Mom Class Of 2025 Family Graduation Apparel T-Shirt", "asin": "B0DYV5YGHQ", "price": "$14.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Class of 2025 College University High School Future Graduate T-Shirt", "asin": "B08GQMC8TB", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduation Doctoral Tam Velvet with Gold Bullion Tassel", "asin": "B00T2SQYFG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Cool Graduation Shirts I Graduated Can I Go Back To Bed Now T-Shirt", "asin": "B0958VPKC1", "price": "$15.29", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Kente Graduation Stole 2025 | Kente Stole Authentic African Art", "asin": "B0F16XCHSC", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "UNCW Arch Vintage Retro College Class of 2025 Graduate T-Shirt", "asin": "B0DNXJTHFZ", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Custom Mickey & Minnie Graduation T-Shirt Family Matching Grad Shirt Personalized Mouse Graduate Apparel 2025 Graduation Tee", "asin": "B0DWV4NV21", "price": "$12.49", "delivery": "$4.99 delivery May 15 - 16 Or fastest delivery May 12 - 15"},
  {"title": "Proud Mom 2025 Summa Cum Laude Class 2025 Graduate T-Shirt", "asin": "B0F1DV85F4", "price": "$19.71", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Class of 2025 Senior - 2025 Graduation Red T-Shirt", "asin": "B0D851R5HX", "price": "$17.49", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Custom Graduation Napkins 2025, Graduation Decorations, Class Of 2025 Napkins For Party, Graduate Cocktail Paper, Congrats Grad, Graduate Gifts, Grad Napkim With Name School Name 1", "asin": "B0F79K2PL4", "price": "$9.95", "delivery": "FREE delivery May 15 - 20"},
  {"title": "Class of 2025 Graduate 2025 Graduation Senior 2025 T-Shirt", "asin": "B0DM2PP67S", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Funny Graduation I Graduated Can I Go Back To Bed Now Women T-Shirt", "asin": "B0F2S9KKP4", "price": "$14.95", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Done Class Of 2025 Graduation Graduate Senior High School T-Shirt", "asin": "B0F3WLRZQ9", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Personalized Embroidered Nurse Sweatshirt, Custom Name & Specialties (ER, RN, NP, L&D), Nurse Gifts", "asin": "B0F5MGH5V1", "price": "$18.95", "delivery": "FREE delivery May 20 - 21 Or fastest delivery May 14 - 16"},
  {"title": "2025 Dog Graduation Bandana + Grad Cap with Yellow Tassel Outfits Costumes for Dog Graduation Gift Supplies (One Size, Proud Pup of 2025 Graduate)", "asin": "B0DPVLWKV4", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Proud Uncle Of A Class Of 2025 Graduate Senior Graduation T-Shirt", "asin": "B0F1JSQX39", "price": "$13.38", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Mom Of A Class Of 2024 Graduate 2024 Senior Mom 2024 T-Shirt", "asin": "B0D1KK315W", "price": "$19.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Proud Pup of The Graduate Dog Tee Shirt | Sleeveless Dogs| Graduation Prop | Class of 2025 2026 2027 2028 |Black, Small (737)", "asin": "B0C35HLNCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7 Only 3 left in stock - order soon."},
  {"title": "So Long 5th Grade Graduation Graduate Teacher Kids Boys Girl T-Shirt", "asin": "B0F2Z3D5FT", "price": "$15.90", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Dad First Generation College Graduate University Grad T-Shirt", "asin": "B0B4PRVGFR", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "One Degree Hotter - Graduation College Graduate 2023 T-Shirt", "asin": "B0BYTK86TS", "price": "$17.84", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Mom Senior 2025 Proud Mom Of A Class Of 2025 Graduate T-Shirt", "asin": "B0D7W868DQ", "price": "$15.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Kids Boys Girls T-Shirt", "asin": "B0F5N38KCT", "price": "$13.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "1 Piece Dog Bandana Graduation Announcement Gift My Daddy is a Graduate and He Did It for Me Graduation Bandana for Dog (Daddy is a Graduate Black)", "asin": "B098S7XFF2", "price": "$4.94", "delivery": "FREE delivery Fri, May 9 Only 2 left in stock - order soon."},
  {"title": "PhD Graduate Doctorate Degree Ph.D. Graduation Doctor Women T-Shirt", "asin": "B0CMP8ZKTD", "price": "$16.14", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Grad Shirts, Senior Class of 2025, Graduation Class of 2025 Gold Family Proud MOM DAD Graduate Tees Custom T-Shirt.", "asin": "B0BWZW4KV2", "price": "$11.99", "delivery": "FREE delivery May 12 - 14 Or fastest delivery May 8 - 12"},
  {"title": "Proud Family Of a class of 2025 Graduate Senior Graduation T-Shirt", "asin": "B0DLW55PBJ", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor", "asin": "B00R9EZWI0", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Class Of 2025 Senior 2025 Back To School 2025 Graduation 25 T-Shirt", "asin": "B0D9W86624", "price": "$15.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Goodbye 5th Grade Class Of 2032 Graduate 5th Grade T-Shirt", "asin": "B0F1BXP3HN", "price": "$16.97", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Custom Family Graduation Shirts, Senior 2025 Family Matching T Shirt, Class of 2025 Family Shirts, 2025 Graduate Shirt Black", "asin": "B0CRRMW646", "price": "$16.99", "delivery": "FREE delivery May 14 - 16 Or fastest delivery May 13 - 15"},
  {"title": "I paused my game to graduate Funny Gamer Graduation T-Shirt", "asin": "B0947PP11M", "price": "$15.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduate 2025 Tie Dye Graduation 2025 Class of 2025 Senior T-Shirt", "asin": "B0DQ1GVDQ1", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Funny Proud Uncle Of A 2025 Graduate Family Graduation T-Shirt", "asin": "B0F1FBYJ4G", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"}]
  <|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": "2025-05-06T03:14:18.469Z", // 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": "2025-04-14T23:54:00.570Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:54:17.067Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:56:06.815Z", "action": "input", "action_argument": "cat food"}
  {"timestamp": "2025-04-19T05:19:42.599Z", "action": "input", "action_argument": "electric toothbrush"}
  {"timestamp": "2025-04-19T05:24:39.683Z", "action": "click_product", "action_argument": "B09HZXBYGN"}
  {"timestamp": "2025-04-19T05:24:52.235Z", "action": "purchase", "action_argument": "B09HZXBYGN"}
  {"timestamp": "2025-04-19T05:24:58.372Z", "action": "input", "action_argument": "nail "}
  {"timestamp": "2025-04-19T05:25:01.761Z", "action": "input", "action_argument": "nail scissors"}
  {"timestamp": "2025-04-19T05:25:02.010Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:12.967Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:14.138Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:16.449Z", "action": "input", "action_argument": "nail cut"}
  {"timestamp": "2025-04-19T05:25:16.959Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:31.006Z", "action": "purchase", "action_argument": "B0015HKN3G"}
  {"timestamp": "2025-04-19T05:25:36.287Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T06:29:40.256Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T06:29:49.873Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T06:30:01.796Z", "action": "purchase", "action_argument": "B0015HKN3G, B09HZXBYGN"}
  {"timestamp": "2025-04-19T19:37:44.238Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T19:40:05.690Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:40:08.243Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:41:44.555Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T19:47:02.806Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T19:48:16.835Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T19:48:25.366Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T19:48:29.046Z", "action": "click_product", "action_argument": "B00V5K38HG"}
  {"timestamp": "2025-04-19T19:48:39.720Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-19T19:51:56.949Z", "action": "click_product", "action_argument": "B0B6GZ1DZY"}
  {"timestamp": "2025-04-19T19:57:46.382Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:57:46.552Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:57:46.682Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:57:50.783Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:58:01.468Z", "action": "click_product", "action_argument": "B01N30MZJX"}
  {"timestamp": "2025-04-20T05:08:44.505Z", "action": "input", "action_argument": "bird toy sound bird"}
  {"timestamp": "2025-04-20T05:08:45.293Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:10:22.275Z", "action": "click_product", "action_argument": "B08BJBK1B8"}
  {"timestamp": "2025-04-20T05:12:41.624Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-20T05:12:42.722Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:42.891Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:43.809Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:44.794Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:46.242Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:47.849Z", "action": "input", "action_argument": "cat toy sound bird"}
  {"timestamp": "2025-04-20T05:12:47.907Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:14:10.625Z", "action": "input", "action_argument": "cat toy small sound bird"}
  {"timestamp": "2025-04-20T05:14:10.894Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:15:01.863Z", "action": "click_product", "action_argument": "B0BHX8LYRD"}
  {"timestamp": "2025-04-20T05:15:20.022Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:15:22.043Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:16:00.254Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:16:01.103Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:16:04.961Z", "action": "purchase", "action_argument": "B0BHX8LYRD"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-06T03:13:56.440Z", "action": "input", "action_argument": "graduate apparel"}
  {"timestamp": "2025-05-06T03:13:56.698Z", "action": "click", "action_argument": "search"}
  <|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": "graduate apparel"}],
  "cart_items": [{"title": "BYYDDIY 3 in 1 Stainless Steel Muscle Scraper Tools Set,Scraping Massage Tools for Physical Therapy,Derma Edge & GuaSha Massage Scraper Tool", "asin": "B0BFMTJZ1L", "price": "$27.89", "quantity": "1"}],
  "promotion_items": [{"title": "Freesya\nGraduation Gifts, Initial Crossbody Bags for Women Girls, Lightweight Mini Shoulder Bag, Leather Waterproof Sling Bag, Monogrammed Gifts for Teens, Cute Trendy Stuff, Travel Essentials", "asin": "B0DPKCY3B9", "price": "$23.99", "quantity": ""},
  {"title": "Vogewood\nGraduation Gifts Initial Large Makeup Bag, Personalized Double Layer Cosmetic Bag with Makeup Brush Organizer, PU Leather Travel Toiletry Bag,Bride Gift Teacher Appreciation Gifts", "asin": "B0CC8VGKPW", "price": "$23.99", "quantity": ""},
  {"title": "OSBO GradSeason\nUnisex Matte Kindergarten Graduation Gown Cap Tassel Set 2025", "asin": "B07DK86QL5", "price": "$17.99", "quantity": ""},
  {"title": "Vogewood\nGraduate Gifts for Her-Girls Duffle Bag with Shoe Compartment, Kids Weekender Bags, Overnight Bag with Makeup Pouch, Gifts for 10 11 12 13 14 15 16 Year Old Kid-Graduation Present (Letter K)", "asin": "B0D5LFJK7B", "price": "$39.99", "quantity": ""},
  {"title": "PinMart\nNursing Student Graduate Gift Caduceus Red Heart Jewelry Lapel Pin", "asin": "B01FRBWYIM", "price": "$9.25", "quantity": ""}],
  "ads": [{"title": "Graduation Family 2025 T-Shirt, Custom Picture Graduation Shirt, Graduate Fans Shirt, Proud mom of a 2025 Graduate Shirt Multicolor", "asin": "B09688HMFJ"},
  {"title": "2025 Graduate Shirt with Your Custom Photo, Family Matching Graduation T-Shirts, Senior 2025 Tee, College Graduation Multicolor", "asin": "B0DZHJYW82"},
  {"title": "Graduation Family Shirts, Personalized Custom Grad Squad, Senior, Proud mom of Grad T-Shirt, Class of Family Graduate, Proud Mom Dad (Design 4)", "asin": "B09YH8TKXV"}],
  "search_results": [{"title": "I Did It Graduation 2025 Graduate Class of 2025 Senior T-Shirt", "asin": "B0D6MG5C7S", "price": "$15.29", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class Of 2025 Graduation Shirts for Him Her Family Women Men T-Shirt", "asin": "B0DYGB9ZQP", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class of 2025 College University High School Future Graduate T-Shirt", "asin": "B08GQMC8TB", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Done Class of 2025 Senior Graduation Gifts Graduate 25 T-Shirt", "asin": "B0F3G55B9H", "price": "$17.95", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud cousin of a class of 2025 graduate senior graduation T-Shirt", "asin": "B0DYPCCJBV", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Mom Of A Class of 2025 Graduate Senior Graduation T-Shirt", "asin": "B0D6PZXMWH", "price": "$15.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Mexican Graduation Stole Class of 2025 - Classic Mexico Style Honor Stoles for Unisex Adult College Students", "asin": "B0DY7VXQXY", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Custom Graduation Shirts 2025 for Family Proud Mom of a 2025 Graduate Shirt Proud Dad Grandma T Shirts Matching Senior 2025 Tshirts Class of 2025 Grad Tees", "asin": "B0D1KJB66B", "price": "$13.99", "delivery": "$4.99 delivery May 13 - 14 Or fastest delivery May 8 - 13"},
  {"title": "Graduation Class 2025 Family Proud MOM DAD Graduate, Senior Grad, Graduation 2025 Tees Custom T-Shirt.", "asin": "B0BWX41CZ4", "price": "$11.99", "delivery": "FREE delivery May 12 - 15 Or fastest delivery May 8 - 13"},
  {"title": "Class Of 2025 Shirt Graduation Senior High School College T-Shirt", "asin": "B0DSY8JT6T", "price": "$15.95", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Aunt of a 2025 Graduate Senior Graduation Women T-Shirt", "asin": "B0D6LQC13Z", "price": "$14.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Lawyer Parents Father Mother Law School Graduation T-Shirt", "asin": "B07HLRKGM1", "price": "$16.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Proud Mom of 2025 Graduate Mother Senior 25 Graduation Gift T-Shirt", "asin": "B0F3G9XNY4", "price": "$17.95", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Proud Mom of a Class of 2025 Graduate T-Shirt - Senior Graduation Gift for Mothers - Class of 2025 Mom Graphic Tee", "asin": "B0F7GLQ5PG", "price": "$14.99", "delivery": "$5.99 delivery Mon, May 12"},
  {"title": "Proud Grandpa of A 2025 Graduate Grandpa Graduation 2025 T-Shirt", "asin": "B0DXCCW8ZW", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "2 Piece White Graduation Stole Sash Adult 60 inch Plain Unisex Graduate Honor Stole Class of 2025", "asin": "B08Y8K4GS2", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Grand Canyon Tee GCU University Class of 2025 Graduate Arch T-Shirt", "asin": "B0DNX4FJDR", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class Of 2024 Graduation Funny I Did It Graduate Men Women T-Shirt", "asin": "B0D28QP5K8", "price": "$14.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Class Of 2025 Level Complete Video Gamer Senior Graduation T-Shirt", "asin": "B0D3RDHLLS", "price": "$15.29", "delivery": "FREE delivery Fri, May 9"},
  {"title": "DONE Class Of 2025 Graduation Graduate For Her, Him T-Shirt", "asin": "B0F3JYGDFK", "price": "$15.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduate 2025 for Class of 2025 graduation Matching Group T-Shirt", "asin": "B0F498XZCJ", "price": "$15.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Done Class Of 2025 Graduation Graduate Senior High School T-Shirt", "asin": "B0F3WL6Y4F", "price": "$13.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduation Family 2025 Tshirt, Proud Mom of a 2025 Graduate Shirt, Congrats Grad, Class of 2025 College & High School Shirt", "asin": "B0BX4MFWYB", "price": "$16.95", "delivery": "FREE delivery May 14 - 16 Or fastest delivery May 13 - 15"},
  {"title": "Graduate 2025 for class of 2025 graduation Pullover Hoodie", "asin": "B0F3JPX41N", "price": "$31.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Mom of a 2025 Graduate Class Senior Graduation mother T-Shirt", "asin": "B0D9HMS3B3", "price": "$17.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Kindergarten Graduation Sash 2024 Kids Graduation Stole, Unisex Preschool Graduation Satin Sash with Colorful Word", "asin": "B0CQ4W1R84", "price": "$5.88", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Historical Black College University HBCU Alumni Graduate T-Shirt", "asin": "B0DBV9BYLN", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class of 2025 Graduation Funny Graduate Quote High School T-Shirt", "asin": "B0DF4FV3R8", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Brother Senior 2024 Proud Brother Of Class Of 2024 Graduate T-Shirt", "asin": "B0CV94FZYK", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "One Degree Hotter - Graduation College Graduate 2023 T-Shirt", "asin": "B0BYTK86TS", "price": "$17.84", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduate Senior Mom Class Of 2025 Family Graduation Apparel T-Shirt", "asin": "B0DYV5YGHQ", "price": "$14.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Class of 2025 College University High School Future Graduate T-Shirt", "asin": "B08GQMC8TB", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduation Doctoral Tam Velvet with Gold Bullion Tassel", "asin": "B00T2SQYFG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Cool Graduation Shirts I Graduated Can I Go Back To Bed Now T-Shirt", "asin": "B0958VPKC1", "price": "$15.29", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Kente Graduation Stole 2025 | Kente Stole Authentic African Art", "asin": "B0F16XCHSC", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "UNCW Arch Vintage Retro College Class of 2025 Graduate T-Shirt", "asin": "B0DNXJTHFZ", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Custom Mickey & Minnie Graduation T-Shirt Family Matching Grad Shirt Personalized Mouse Graduate Apparel 2025 Graduation Tee", "asin": "B0DWV4NV21", "price": "$12.49", "delivery": "$4.99 delivery May 15 - 16 Or fastest delivery May 12 - 15"},
  {"title": "Proud Mom 2025 Summa Cum Laude Class 2025 Graduate T-Shirt", "asin": "B0F1DV85F4", "price": "$19.71", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Class of 2025 Senior - 2025 Graduation Red T-Shirt", "asin": "B0D851R5HX", "price": "$17.49", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Custom Graduation Napkins 2025, Graduation Decorations, Class Of 2025 Napkins For Party, Graduate Cocktail Paper, Congrats Grad, Graduate Gifts, Grad Napkim With Name School Name 1", "asin": "B0F79K2PL4", "price": "$9.95", "delivery": "FREE delivery May 15 - 20"},
  {"title": "Class of 2025 Graduate 2025 Graduation Senior 2025 T-Shirt", "asin": "B0DM2PP67S", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Funny Graduation I Graduated Can I Go Back To Bed Now Women T-Shirt", "asin": "B0F2S9KKP4", "price": "$14.95", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Done Class Of 2025 Graduation Graduate Senior High School T-Shirt", "asin": "B0F3WLRZQ9", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Personalized Embroidered Nurse Sweatshirt, Custom Name & Specialties (ER, RN, NP, L&D), Nurse Gifts", "asin": "B0F5MGH5V1", "price": "$18.95", "delivery": "FREE delivery May 20 - 21 Or fastest delivery May 14 - 16"},
  {"title": "2025 Dog Graduation Bandana + Grad Cap with Yellow Tassel Outfits Costumes for Dog Graduation Gift Supplies (One Size, Proud Pup of 2025 Graduate)", "asin": "B0DPVLWKV4", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Proud Uncle Of A Class Of 2025 Graduate Senior Graduation T-Shirt", "asin": "B0F1JSQX39", "price": "$13.38", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Mom Of A Class Of 2024 Graduate 2024 Senior Mom 2024 T-Shirt", "asin": "B0D1KK315W", "price": "$19.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Proud Pup of The Graduate Dog Tee Shirt | Sleeveless Dogs| Graduation Prop | Class of 2025 2026 2027 2028 |Black, Small (737)", "asin": "B0C35HLNCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7 Only 3 left in stock - order soon."},
  {"title": "So Long 5th Grade Graduation Graduate Teacher Kids Boys Girl T-Shirt", "asin": "B0F2Z3D5FT", "price": "$15.90", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Dad First Generation College Graduate University Grad T-Shirt", "asin": "B0B4PRVGFR", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "One Degree Hotter - Graduation College Graduate 2023 T-Shirt", "asin": "B0BYTK86TS", "price": "$17.84", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Mom Senior 2025 Proud Mom Of A Class Of 2025 Graduate T-Shirt", "asin": "B0D7W868DQ", "price": "$15.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Kids Boys Girls T-Shirt", "asin": "B0F5N38KCT", "price": "$13.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "1 Piece Dog Bandana Graduation Announcement Gift My Daddy is a Graduate and He Did It for Me Graduation Bandana for Dog (Daddy is a Graduate Black)", "asin": "B098S7XFF2", "price": "$4.94", "delivery": "FREE delivery Fri, May 9 Only 2 left in stock - order soon."},
  {"title": "PhD Graduate Doctorate Degree Ph.D. Graduation Doctor Women T-Shirt", "asin": "B0CMP8ZKTD", "price": "$16.14", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Grad Shirts, Senior Class of 2025, Graduation Class of 2025 Gold Family Proud MOM DAD Graduate Tees Custom T-Shirt.", "asin": "B0BWZW4KV2", "price": "$11.99", "delivery": "FREE delivery May 12 - 14 Or fastest delivery May 8 - 12"},
  {"title": "Proud Family Of a class of 2025 Graduate Senior Graduation T-Shirt", "asin": "B0DLW55PBJ", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor", "asin": "B00R9EZWI0", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Class Of 2025 Senior 2025 Back To School 2025 Graduation 25 T-Shirt", "asin": "B0D9W86624", "price": "$15.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Goodbye 5th Grade Class Of 2032 Graduate 5th Grade T-Shirt", "asin": "B0F1BXP3HN", "price": "$16.97", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Custom Family Graduation Shirts, Senior 2025 Family Matching T Shirt, Class of 2025 Family Shirts, 2025 Graduate Shirt Black", "asin": "B0CRRMW646", "price": "$16.99", "delivery": "FREE delivery May 14 - 16 Or fastest delivery May 13 - 15"},
  {"title": "I paused my game to graduate Funny Gamer Graduation T-Shirt", "asin": "B0947PP11M", "price": "$15.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduate 2025 Tie Dye Graduation 2025 Class of 2025 Senior T-Shirt", "asin": "B0DQ1GVDQ1", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Funny Proud Uncle Of A 2025 Graduate Family Graduation T-Shirt", "asin": "B0F1FBYJ4G", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"}]
  <|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": "2025-05-06T03:14:18.469Z", // 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": "2025-04-14T23:54:00.570Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:54:17.067Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-14T23:56:06.815Z", "action": "input", "action_argument": "cat food"}
  {"timestamp": "2025-04-19T05:19:42.599Z", "action": "input", "action_argument": "electric toothbrush"}
  {"timestamp": "2025-04-19T05:24:39.683Z", "action": "click_product", "action_argument": "B09HZXBYGN"}
  {"timestamp": "2025-04-19T05:24:52.235Z", "action": "purchase", "action_argument": "B09HZXBYGN"}
  {"timestamp": "2025-04-19T05:24:58.372Z", "action": "input", "action_argument": "nail "}
  {"timestamp": "2025-04-19T05:25:01.761Z", "action": "input", "action_argument": "nail scissors"}
  {"timestamp": "2025-04-19T05:25:02.010Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:12.967Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:14.138Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:16.449Z", "action": "input", "action_argument": "nail cut"}
  {"timestamp": "2025-04-19T05:25:16.959Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T05:25:31.006Z", "action": "purchase", "action_argument": "B0015HKN3G"}
  {"timestamp": "2025-04-19T05:25:36.287Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T06:29:40.256Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T06:29:49.873Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T06:30:01.796Z", "action": "purchase", "action_argument": "B0015HKN3G, B09HZXBYGN"}
  {"timestamp": "2025-04-19T19:37:44.238Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T19:40:05.690Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:40:08.243Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:41:44.555Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T19:47:02.806Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T19:48:16.835Z", "action": "click", "action_argument": "nav_bar"}
  {"timestamp": "2025-04-19T19:48:25.366Z", "action": "click", "action_argument": "other"}
  {"timestamp": "2025-04-19T19:48:29.046Z", "action": "click_product", "action_argument": "B00V5K38HG"}
  {"timestamp": "2025-04-19T19:48:39.720Z", "action": "click", "action_argument": "suggested_term"}
  {"timestamp": "2025-04-19T19:51:56.949Z", "action": "click_product", "action_argument": "B0B6GZ1DZY"}
  {"timestamp": "2025-04-19T19:57:46.382Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:57:46.552Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:57:46.682Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:57:50.783Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-19T19:58:01.468Z", "action": "click_product", "action_argument": "B01N30MZJX"}
  {"timestamp": "2025-04-20T05:08:44.505Z", "action": "input", "action_argument": "bird toy sound bird"}
  {"timestamp": "2025-04-20T05:08:45.293Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:10:22.275Z", "action": "click_product", "action_argument": "B08BJBK1B8"}
  {"timestamp": "2025-04-20T05:12:41.624Z", "action": "click", "action_argument": "review"}
  {"timestamp": "2025-04-20T05:12:42.722Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:42.891Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:43.809Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:44.794Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:46.242Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:12:47.849Z", "action": "input", "action_argument": "cat toy sound bird"}
  {"timestamp": "2025-04-20T05:12:47.907Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:14:10.625Z", "action": "input", "action_argument": "cat toy small sound bird"}
  {"timestamp": "2025-04-20T05:14:10.894Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-04-20T05:15:01.863Z", "action": "click_product", "action_argument": "B0BHX8LYRD"}
  {"timestamp": "2025-04-20T05:15:20.022Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:15:22.043Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:16:00.254Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:16:01.103Z", "action": "click", "action_argument": "quantity"}
  {"timestamp": "2025-04-20T05:16:04.961Z", "action": "purchase", "action_argument": "B0BHX8LYRD"}
  <|memory_end|>
  
  <|action_start|>
  {"timestamp": "2025-05-06T03:13:56.440Z", "action": "input", "action_argument": "graduate apparel"}
  {"timestamp": "2025-05-06T03:13:56.698Z", "action": "click", "action_argument": "search"}
  <|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": "graduate apparel"}],
  "cart_items": [{"title": "BYYDDIY 3 in 1 Stainless Steel Muscle Scraper Tools Set,Scraping Massage Tools for Physical Therapy,Derma Edge & GuaSha Massage Scraper Tool", "asin": "B0BFMTJZ1L", "price": "$27.89", "quantity": "1"}],
  "promotion_items": [{"title": "Freesya\nGraduation Gifts, Initial Crossbody Bags for Women Girls, Lightweight Mini Shoulder Bag, Leather Waterproof Sling Bag, Monogrammed Gifts for Teens, Cute Trendy Stuff, Travel Essentials", "asin": "B0DPKCY3B9", "price": "$23.99", "quantity": ""},
  {"title": "Vogewood\nGraduation Gifts Initial Large Makeup Bag, Personalized Double Layer Cosmetic Bag with Makeup Brush Organizer, PU Leather Travel Toiletry Bag,Bride Gift Teacher Appreciation Gifts", "asin": "B0CC8VGKPW", "price": "$23.99", "quantity": ""},
  {"title": "OSBO GradSeason\nUnisex Matte Kindergarten Graduation Gown Cap Tassel Set 2025", "asin": "B07DK86QL5", "price": "$17.99", "quantity": ""},
  {"title": "Vogewood\nGraduate Gifts for Her-Girls Duffle Bag with Shoe Compartment, Kids Weekender Bags, Overnight Bag with Makeup Pouch, Gifts for 10 11 12 13 14 15 16 Year Old Kid-Graduation Present (Letter K)", "asin": "B0D5LFJK7B", "price": "$39.99", "quantity": ""},
  {"title": "PinMart\nNursing Student Graduate Gift Caduceus Red Heart Jewelry Lapel Pin", "asin": "B01FRBWYIM", "price": "$9.25", "quantity": ""}],
  "ads": [{"title": "Graduation Family 2025 T-Shirt, Custom Picture Graduation Shirt, Graduate Fans Shirt, Proud mom of a 2025 Graduate Shirt Multicolor", "asin": "B09688HMFJ"},
  {"title": "2025 Graduate Shirt with Your Custom Photo, Family Matching Graduation T-Shirts, Senior 2025 Tee, College Graduation Multicolor", "asin": "B0DZHJYW82"},
  {"title": "Graduation Family Shirts, Personalized Custom Grad Squad, Senior, Proud mom of Grad T-Shirt, Class of Family Graduate, Proud Mom Dad (Design 4)", "asin": "B09YH8TKXV"}],
  "search_results": [{"title": "I Did It Graduation 2025 Graduate Class of 2025 Senior T-Shirt", "asin": "B0D6MG5C7S", "price": "$15.29", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class Of 2025 Graduation Shirts for Him Her Family Women Men T-Shirt", "asin": "B0DYGB9ZQP", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class of 2025 College University High School Future Graduate T-Shirt", "asin": "B08GQMC8TB", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Done Class of 2025 Senior Graduation Gifts Graduate 25 T-Shirt", "asin": "B0F3G55B9H", "price": "$17.95", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud cousin of a class of 2025 graduate senior graduation T-Shirt", "asin": "B0DYPCCJBV", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Mom Of A Class of 2025 Graduate Senior Graduation T-Shirt", "asin": "B0D6PZXMWH", "price": "$15.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Mexican Graduation Stole Class of 2025 - Classic Mexico Style Honor Stoles for Unisex Adult College Students", "asin": "B0DY7VXQXY", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Custom Graduation Shirts 2025 for Family Proud Mom of a 2025 Graduate Shirt Proud Dad Grandma T Shirts Matching Senior 2025 Tshirts Class of 2025 Grad Tees", "asin": "B0D1KJB66B", "price": "$13.99", "delivery": "$4.99 delivery May 13 - 14 Or fastest delivery May 8 - 13"},
  {"title": "Graduation Class 2025 Family Proud MOM DAD Graduate, Senior Grad, Graduation 2025 Tees Custom T-Shirt.", "asin": "B0BWX41CZ4", "price": "$11.99", "delivery": "FREE delivery May 12 - 15 Or fastest delivery May 8 - 13"},
  {"title": "Class Of 2025 Shirt Graduation Senior High School College T-Shirt", "asin": "B0DSY8JT6T", "price": "$15.95", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Aunt of a 2025 Graduate Senior Graduation Women T-Shirt", "asin": "B0D6LQC13Z", "price": "$14.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Lawyer Parents Father Mother Law School Graduation T-Shirt", "asin": "B07HLRKGM1", "price": "$16.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Proud Mom of 2025 Graduate Mother Senior 25 Graduation Gift T-Shirt", "asin": "B0F3G9XNY4", "price": "$17.95", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Proud Mom of a Class of 2025 Graduate T-Shirt - Senior Graduation Gift for Mothers - Class of 2025 Mom Graphic Tee", "asin": "B0F7GLQ5PG", "price": "$14.99", "delivery": "$5.99 delivery Mon, May 12"},
  {"title": "Proud Grandpa of A 2025 Graduate Grandpa Graduation 2025 T-Shirt", "asin": "B0DXCCW8ZW", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "2 Piece White Graduation Stole Sash Adult 60 inch Plain Unisex Graduate Honor Stole Class of 2025", "asin": "B08Y8K4GS2", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Grand Canyon Tee GCU University Class of 2025 Graduate Arch T-Shirt", "asin": "B0DNX4FJDR", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class Of 2024 Graduation Funny I Did It Graduate Men Women T-Shirt", "asin": "B0D28QP5K8", "price": "$14.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Class Of 2025 Level Complete Video Gamer Senior Graduation T-Shirt", "asin": "B0D3RDHLLS", "price": "$15.29", "delivery": "FREE delivery Fri, May 9"},
  {"title": "DONE Class Of 2025 Graduation Graduate For Her, Him T-Shirt", "asin": "B0F3JYGDFK", "price": "$15.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduate 2025 for Class of 2025 graduation Matching Group T-Shirt", "asin": "B0F498XZCJ", "price": "$15.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Done Class Of 2025 Graduation Graduate Senior High School T-Shirt", "asin": "B0F3WL6Y4F", "price": "$13.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduation Family 2025 Tshirt, Proud Mom of a 2025 Graduate Shirt, Congrats Grad, Class of 2025 College & High School Shirt", "asin": "B0BX4MFWYB", "price": "$16.95", "delivery": "FREE delivery May 14 - 16 Or fastest delivery May 13 - 15"},
  {"title": "Graduate 2025 for class of 2025 graduation Pullover Hoodie", "asin": "B0F3JPX41N", "price": "$31.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Mom of a 2025 Graduate Class Senior Graduation mother T-Shirt", "asin": "B0D9HMS3B3", "price": "$17.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Kindergarten Graduation Sash 2024 Kids Graduation Stole, Unisex Preschool Graduation Satin Sash with Colorful Word", "asin": "B0CQ4W1R84", "price": "$5.88", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Historical Black College University HBCU Alumni Graduate T-Shirt", "asin": "B0DBV9BYLN", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Class of 2025 Graduation Funny Graduate Quote High School T-Shirt", "asin": "B0DF4FV3R8", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Brother Senior 2024 Proud Brother Of Class Of 2024 Graduate T-Shirt", "asin": "B0CV94FZYK", "price": "$16.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "One Degree Hotter - Graduation College Graduate 2023 T-Shirt", "asin": "B0BYTK86TS", "price": "$17.84", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduate Senior Mom Class Of 2025 Family Graduation Apparel T-Shirt", "asin": "B0DYV5YGHQ", "price": "$14.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Class of 2025 College University High School Future Graduate T-Shirt", "asin": "B08GQMC8TB", "price": "$19.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduation Doctoral Tam Velvet with Gold Bullion Tassel", "asin": "B00T2SQYFG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Cool Graduation Shirts I Graduated Can I Go Back To Bed Now T-Shirt", "asin": "B0958VPKC1", "price": "$15.29", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Kente Graduation Stole 2025 | Kente Stole Authentic African Art", "asin": "B0F16XCHSC", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "UNCW Arch Vintage Retro College Class of 2025 Graduate T-Shirt", "asin": "B0DNXJTHFZ", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Custom Mickey & Minnie Graduation T-Shirt Family Matching Grad Shirt Personalized Mouse Graduate Apparel 2025 Graduation Tee", "asin": "B0DWV4NV21", "price": "$12.49", "delivery": "$4.99 delivery May 15 - 16 Or fastest delivery May 12 - 15"},
  {"title": "Proud Mom 2025 Summa Cum Laude Class 2025 Graduate T-Shirt", "asin": "B0F1DV85F4", "price": "$19.71", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Class of 2025 Senior - 2025 Graduation Red T-Shirt", "asin": "B0D851R5HX", "price": "$17.49", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Custom Graduation Napkins 2025, Graduation Decorations, Class Of 2025 Napkins For Party, Graduate Cocktail Paper, Congrats Grad, Graduate Gifts, Grad Napkim With Name School Name 1", "asin": "B0F79K2PL4", "price": "$9.95", "delivery": "FREE delivery May 15 - 20"},
  {"title": "Class of 2025 Graduate 2025 Graduation Senior 2025 T-Shirt", "asin": "B0DM2PP67S", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Funny Graduation I Graduated Can I Go Back To Bed Now Women T-Shirt", "asin": "B0F2S9KKP4", "price": "$14.95", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Done Class Of 2025 Graduation Graduate Senior High School T-Shirt", "asin": "B0F3WLRZQ9", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Personalized Embroidered Nurse Sweatshirt, Custom Name & Specialties (ER, RN, NP, L&D), Nurse Gifts", "asin": "B0F5MGH5V1", "price": "$18.95", "delivery": "FREE delivery May 20 - 21 Or fastest delivery May 14 - 16"},
  {"title": "2025 Dog Graduation Bandana + Grad Cap with Yellow Tassel Outfits Costumes for Dog Graduation Gift Supplies (One Size, Proud Pup of 2025 Graduate)", "asin": "B0DPVLWKV4", "price": "$9.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Proud Uncle Of A Class Of 2025 Graduate Senior Graduation T-Shirt", "asin": "B0F1JSQX39", "price": "$13.38", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Mom Of A Class Of 2024 Graduate 2024 Senior Mom 2024 T-Shirt", "asin": "B0D1KK315W", "price": "$19.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Proud Pup of The Graduate Dog Tee Shirt | Sleeveless Dogs| Graduation Prop | Class of 2025 2026 2027 2028 |Black, Small (737)", "asin": "B0C35HLNCC", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7 Only 3 left in stock - order soon."},
  {"title": "So Long 5th Grade Graduation Graduate Teacher Kids Boys Girl T-Shirt", "asin": "B0F2Z3D5FT", "price": "$15.90", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Proud Dad First Generation College Graduate University Grad T-Shirt", "asin": "B0B4PRVGFR", "price": "$17.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "One Degree Hotter - Graduation College Graduate 2023 T-Shirt", "asin": "B0BYTK86TS", "price": "$17.84", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Mom Senior 2025 Proud Mom Of A Class Of 2025 Graduate T-Shirt", "asin": "B0D7W868DQ", "price": "$15.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Kids Boys Girls T-Shirt", "asin": "B0F5N38KCT", "price": "$13.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "1 Piece Dog Bandana Graduation Announcement Gift My Daddy is a Graduate and He Did It for Me Graduation Bandana for Dog (Daddy is a Graduate Black)", "asin": "B098S7XFF2", "price": "$4.94", "delivery": "FREE delivery Fri, May 9 Only 2 left in stock - order soon."},
  {"title": "PhD Graduate Doctorate Degree Ph.D. Graduation Doctor Women T-Shirt", "asin": "B0CMP8ZKTD", "price": "$16.14", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Grad Shirts, Senior Class of 2025, Graduation Class of 2025 Gold Family Proud MOM DAD Graduate Tees Custom T-Shirt.", "asin": "B0BWZW4KV2", "price": "$11.99", "delivery": "FREE delivery May 12 - 14 Or fastest delivery May 8 - 12"},
  {"title": "Proud Family Of a class of 2025 Graduate Senior Graduation T-Shirt", "asin": "B0DLW55PBJ", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor", "asin": "B00R9EZWI0", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Class Of 2025 Senior 2025 Back To School 2025 Graduation 25 T-Shirt", "asin": "B0D9W86624", "price": "$15.99", "delivery": "FREE delivery Fri, May 9 Arrives before Mother's Day"},
  {"title": "Goodbye 5th Grade Class Of 2032 Graduate 5th Grade T-Shirt", "asin": "B0F1BXP3HN", "price": "$16.97", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Custom Family Graduation Shirts, Senior 2025 Family Matching T Shirt, Class of 2025 Family Shirts, 2025 Graduate Shirt Black", "asin": "B0CRRMW646", "price": "$16.99", "delivery": "FREE delivery May 14 - 16 Or fastest delivery May 13 - 15"},
  {"title": "I paused my game to graduate Funny Gamer Graduation T-Shirt", "asin": "B0947PP11M", "price": "$15.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Graduate 2025 Tie Dye Graduation 2025 Class of 2025 Senior T-Shirt", "asin": "B0DQ1GVDQ1", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"},
  {"title": "Funny Proud Uncle Of A 2025 Graduate Family Graduation T-Shirt", "asin": "B0F1FBYJ4G", "price": "$16.99", "delivery": "FREE delivery Fri, May 9"}]
  <|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": "2025-05-06T03:14:18.469Z", // 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>
  