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"}
  {"timestamp": "2025-05-06T03:14:18.469Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-06T03:14:21.340Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-06T03:14:30.844Z", "action": "input", "action_argument": "graduation gown phd"}
  <|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": "graduation gown phd"}],
  "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": "OSBO GradSeason\nMatte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK65PZN", "price": "$21.99", "quantity": ""},
  {"title": "GraduationMall\nShiny Graduation Cap and Gown with 2025 Tassel for High School and Bachelor", "asin": "B00QW0NZZO", "price": "$24.99", "quantity": ""},
  {"title": "OSBO GradSeason\nUnisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JQ7RTTC", "price": "$17.99", "quantity": ""},
  {"title": "GraduationMall\nUnisex Matte Graduation Gown for High School & Bachelor | Choir Robes for Church | Judge Robe Costumes", "asin": "B00T3VA6OW", "price": "$18.99", "quantity": ""},
  {"title": "CLERKMANS\nUnisex Deluxe Doctoral PhD Graduation Gown - Doctorate Robe", "asin": "B0BRNJYBVM", "price": "$99.95", "quantity": ""},
  {"title": "CLERKMANS\nUnisex Masters Cap and Gown with 2025 Year Charm, Masters Degree Black Graduation Regalia", "asin": "B0CQ2XPFC7", "price": "$35.95", "quantity": ""},
  {"title": "OSBO GradSeason\nUnisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JP577PS", "price": "$17.99", "quantity": ""},
  {"title": "OSBO GradSeason\nMatte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK65PZN", "price": "$21.99", "quantity": ""},
  {"title": "CLERKMANS\nUnisex Matte Graduation Cap Gown Tassel Package, High School and University", "asin": "B085347XMJ", "price": "$27.95", "quantity": ""},
  {"title": "GradPlaza\nMatte Choir Robe for Church Baptism Officiant Confirmation Costume,Graduation Gown for School,Judge Pastor Robes", "asin": "B01GJIVNTI", "price": "$14.98", "quantity": ""}],
  "ads": [{"title": "Go to detail page for \"CLERKMANS Unisex Matte Graduation Cap Gown Tassel Package, High School and University.\" Rated 4.3 out of 5 stars by 118 reviews. Eligible for Prime.", "asin": "B085337VS7"},
  {"title": "Go to detail page for \"CLERKMANS Unisex Classic Masters Graduation Gown.\" Rated 4.4 out of 5 stars by 88 reviews. Not eligible for Prime.", "asin": "B08519C7RS"}],
  "search_results": [{"title": "Shiny Graduation Cap and Gown with 2025 Tassel for High School and Bachelor", "asin": "B00QW0NZZO", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JQ7RTTC", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown for High School & Bachelor | Choir Robes for Church | Judge Robe Costumes", "asin": "B00T3VA7PK", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Matte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK6FJSL", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Graduation Cap Gown Tassel Package, High School and University", "asin": "B08533Z7S1", "price": "$27.95", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"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": "Unisex Premium Matte Graduation Gown Only", "asin": "B01MDPOKAE", "price": "$16.96", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Adult Matte Graduation Cap and Gown Tassel Set", "asin": "B07ZT1LGNN", "price": "$19.97", "delivery": "FREE delivery Sat, May 10 for Prime members"},
  {"title": "Matte Graduation Cap and Gown Class of 2025 Set Bulk with Tassel for High School & College 12 Colors", "asin": "B07CG8D9XP", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Matte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK6H5TN", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Masters Cap and Gown with 2025 Year Charm, Masters Degree Black Graduation Regalia", "asin": "B0CQ2XPFC7", "price": "$35.95", "delivery": "FREE delivery May 29 - Jun 18 for Prime members"},
  {"title": "Unisex Matte Choir Robes for Church Adults, Graduation Gown Only for High School and Bachelor", "asin": "B0DCRYYVD2", "price": "$16.99", "delivery": "FREE delivery Sat, May 10 for Prime members Only 1 left in stock - order soon."},
  {"title": "6Pcs Unisex Matte Graduation Cap and Gown 2025 with Tassel for High School and College Graduation", "asin": "B0DL8WJB5W", "price": "$90.00", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Choir Robes Graduation Gown Choir Robes for Church Pulpit Robe and Pastor", "asin": "B09HZ5NNQG", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Shiny Graduation Gown Robe for High School and Bachel or Choir Robe for Confirmation Baptism", "asin": "B0CFZTBYPQ", "price": "$15.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Graduation Gown Cap Tassel Set", "asin": "B016EYDLY2", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Matte Choir Robes for Church Adults Graduation Gown Baptismal Robes", "asin": "B0799GPMNG", "price": "$14.23", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor", "asin": "B08698J52G", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Graduation Cap and Gown 2025 Set with Tassel Honor Cord Graduation Stoles for High School College Bachelor", "asin": "B0BZKHL7DH", "price": "$21.59", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Matte Graduation Gown for High School,Choir Robes for Church, Judge Robes Costume 12 Colors", "asin": "B0851C9G88", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Adult Graduation Gown Cap Tassel Set Matte Uniforms 2025 Charms Cord and Stole for College High School Graduate", "asin": "B0BQXQBVTY", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Sustainable Graduation Cap and Gown with Pockets 2025 Tassel for High School & Bachelor,100% Recycled Material", "asin": "B0CY59FYD5", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Adult Matte Graduation Cap and Gown 2024/2025", "asin": "B0DBYZLDM9", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Graduation Cap and Gown Package for High School and University, Includes Tassel", "asin": "B0DC6P2JMG", "price": "$19.95", "delivery": "FREE delivery May 9 - 13 Or fastest delivery May 8 - 12"},
  {"title": "Kindergarten Graduation Cap Gown with 2025 Tassel Graduation Stole Certificate, for Preschool Children Kids", "asin": "B0F2TS6SPD", "price": "$15.99", "delivery": "FREE delivery May 10 - 13 for Prime members"},
  {"title": "Unisex Matte choir robes for church Baptism Officiant Confirmation Costume,Graduation Gown Pastor &judges robe", "asin": "B01M4OIK5J", "price": "$11.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Adult Matte Choir Robe for Church Judge Robe Costume Unisex Graduation Gown", "asin": "B0CFZNTRHP", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Matte Graduation Cap and Gown 2025 Tassel Year Set for Middle High School College for Adult Graduation Robe", "asin": "B076Q3GHPQ", "price": "$18.98", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Cap and Gown 2025 with Tassel for High School and College Graduation Black", "asin": "B09J4QZXRF", "price": "$18.98", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Shiny Child Graduation Cap, Gown, Tassel and 2025 Charm Set, Kindergarten Graduation and Kids Preschool", "asin": "B07K826G6H", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Custom Graduation Gown and Cap 2025 Personalized Graduate Gown with Cap Set Customized Logo Name Photo Robe Tassel", "asin": "B0F4D9TLWN", "price": "$19.99", "delivery": "$9.99 delivery May 16 - 29"},
  {"title": "Unisex Adult Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor 10 Colors", "asin": "B092VCFR8D", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Adult Matte Graduation Gown Only, for High School, Bachelor, Choir Robes, Pulpit Robe, Pastor and Halloween", "asin": "B0C9D66TP4", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Graduation Gown Cap 2025 Year Charm for High School Rich in Color", "asin": "B08543GJPM", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Choir Robes for Church &Graduation Gown Only,Graduation Robe,Pulpit Robes and Judge Robes", "asin": "B0BCXZ9SRZ", "price": "$14.58", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Cap and Gown 2025 2024 Set Bulk with Tassel for College High School Graduates", "asin": "B01FJ47MBQ", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Sustainable 2025 Black Graduation Cap and Gown Set with Pockets 100% Recycled Material for High School Bachelor", "asin": "B0CY3V5458", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "5 Pieces Adults Matte Graduation Gown Cap Set with 2025 Tassel Graduation Sash Honor Cord Kit for High School College", "asin": "B0DKWRQXCX", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Matte Graduation Cap and Gown 2025 Tassel Set for High School &College Graduates", "asin": "B0CJQJ8GLH", "price": "$15.88", "delivery": "FREE delivery Thu, May 8 Arrives before Mother's Day"},
  {"title": "Graduation Cap Headband, Firm Anti-fall Hair Band for Graduation Cap, Hat Accessories for Graduates, Students, Girls", "asin": "B0CYZMHCMQ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Masters Graduation Cap and Gown with Black 2025 Tassel Unisex", "asin": "B00RCX9BVW", "price": "$36.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown,Choir Robe for Church,Judge Robes,Pulpit Robe Pastor Baptism", "asin": "B0DG2DRDRP", "price": "$13.88", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Graduation Cap and Gown Tassel Set with 2024 and 2025 for High School and Bachelor", "asin": "B0CPBMF3ZP", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor", "asin": "B093BH8YL5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Matte Graduation Cap and Gown 2024+2025 Tassel Set with Honor Cord Graduation Stoles for High School College Bachelor", "asin": "B0D8ZSXBZP", "price": "$22.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Shiny Graduation Gown Robe for High School and Bachel or Choir Robe for Confirmation Baptism", "asin": "B0CFZQG9MX", "price": "$15.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Adult Graduation Gown Cap Tassel Set Matte Uniforms 2025 Charms Cord and Stole for College High School Graduate", "asin": "B0BQXQ1Y5T", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Choir Robes Graduation Gown Judge Costume Baptismal Robes for Adults", "asin": "B0CF1QSJMM", "price": "$11.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Matte Unisex Cap and Gown Set with Tassel and 2025 Year Charm for High School and College Graduation Ceremony", "asin": "B0DRYL1SBD", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Matte Graduation Gown for High School Bachelor, Unisex Choir Robe for Church Adults 12 Colors", "asin": "B07CNJBLK4", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Adult Matte Graduation Cap and Gown Tassel Set with 2025 Tassel Graduation Sash Honor Cord Kit for High School College", "asin": "B0DYXYD5FW", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Cap and Gown 2025 with Tassel Graduation Stole Honor Cord for High School and College Graduation", "asin": "B0DSVHL6M4", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Kindergarten Graduation Cap Gown Stole Package with 2025 Tassel, Certificate", "asin": "B072B8YPPL", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Graduation Master Cap and Gown Master Regalia with Black 2024 2025 Tassel Package", "asin": "B0B7MZ6JV2", "price": "$29.79", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown for High School & Bachelor | Choir Robes for Church | Judge Robe Costumes", "asin": "B00T3VA7PK", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Shiny Graduation Cap Gown 2024 2025 Year Charm Tassel Set for Middle High School and Bachelor", "asin": "B0CF96P2CG", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Graduation Gown and Cap with Tassel and 2025 Year Charm - Golden 72\" Stole - Black Diploma Holder", "asin": "B0DFY9LSZX", "price": "$19.99", "delivery": "FREE delivery Thu, May 8 Arrives before Mother's Day"},
  {"title": "Unisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JP577PS", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Matte Graduation Cap with 2025 Tassel for High School & Bachelor", "asin": "B00RADAOCY", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Choir Robes Graduation Gown Choir Robes for Church Pulpit Robe and Pastor", "asin": "B09HZNR643", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Shiny Graduation Cap and Gown with 2025 Tassel for High School and Bachelor", "asin": "B00QW0PR28", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Deluxe Graduation Gown, Hood, Tam and 8 Sided Package", "asin": "B07KW4Z8MF", "price": "$94.99", "delivery": "FREE delivery Thu, May 8 Arrives before Mother's Day"},
  {"title": "Unisex Matte Kindergarten Graduation Gown Cap Tassel Set 2025", "asin": "B07DK8NXCG", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Shiny Kindergarten & Preschool Graduation Gown Cap Tassel 2024 & 2025 Charm", "asin": "B01GNJ31N4", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"}]
  <|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": "2025-05-06T03:14:31.167Z", // 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"}
  {"timestamp": "2025-05-06T03:14:18.469Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-06T03:14:21.340Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-06T03:14:30.844Z", "action": "input", "action_argument": "graduation gown phd"}
  <|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": "graduation gown phd"}],
  "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": "OSBO GradSeason\nMatte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK65PZN", "price": "$21.99", "quantity": ""},
  {"title": "GraduationMall\nShiny Graduation Cap and Gown with 2025 Tassel for High School and Bachelor", "asin": "B00QW0NZZO", "price": "$24.99", "quantity": ""},
  {"title": "OSBO GradSeason\nUnisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JQ7RTTC", "price": "$17.99", "quantity": ""},
  {"title": "GraduationMall\nUnisex Matte Graduation Gown for High School & Bachelor | Choir Robes for Church | Judge Robe Costumes", "asin": "B00T3VA6OW", "price": "$18.99", "quantity": ""},
  {"title": "CLERKMANS\nUnisex Deluxe Doctoral PhD Graduation Gown - Doctorate Robe", "asin": "B0BRNJYBVM", "price": "$99.95", "quantity": ""},
  {"title": "CLERKMANS\nUnisex Masters Cap and Gown with 2025 Year Charm, Masters Degree Black Graduation Regalia", "asin": "B0CQ2XPFC7", "price": "$35.95", "quantity": ""},
  {"title": "OSBO GradSeason\nUnisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JP577PS", "price": "$17.99", "quantity": ""},
  {"title": "OSBO GradSeason\nMatte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK65PZN", "price": "$21.99", "quantity": ""},
  {"title": "CLERKMANS\nUnisex Matte Graduation Cap Gown Tassel Package, High School and University", "asin": "B085347XMJ", "price": "$27.95", "quantity": ""},
  {"title": "GradPlaza\nMatte Choir Robe for Church Baptism Officiant Confirmation Costume,Graduation Gown for School,Judge Pastor Robes", "asin": "B01GJIVNTI", "price": "$14.98", "quantity": ""}],
  "ads": [{"title": "Go to detail page for \"CLERKMANS Unisex Matte Graduation Cap Gown Tassel Package, High School and University.\" Rated 4.3 out of 5 stars by 118 reviews. Eligible for Prime.", "asin": "B085337VS7"},
  {"title": "Go to detail page for \"CLERKMANS Unisex Classic Masters Graduation Gown.\" Rated 4.4 out of 5 stars by 88 reviews. Not eligible for Prime.", "asin": "B08519C7RS"}],
  "search_results": [{"title": "Shiny Graduation Cap and Gown with 2025 Tassel for High School and Bachelor", "asin": "B00QW0NZZO", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JQ7RTTC", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown for High School & Bachelor | Choir Robes for Church | Judge Robe Costumes", "asin": "B00T3VA7PK", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Matte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK6FJSL", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Graduation Cap Gown Tassel Package, High School and University", "asin": "B08533Z7S1", "price": "$27.95", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"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": "Unisex Premium Matte Graduation Gown Only", "asin": "B01MDPOKAE", "price": "$16.96", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Adult Matte Graduation Cap and Gown Tassel Set", "asin": "B07ZT1LGNN", "price": "$19.97", "delivery": "FREE delivery Sat, May 10 for Prime members"},
  {"title": "Matte Graduation Cap and Gown Class of 2025 Set Bulk with Tassel for High School & College 12 Colors", "asin": "B07CG8D9XP", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Matte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK6H5TN", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Masters Cap and Gown with 2025 Year Charm, Masters Degree Black Graduation Regalia", "asin": "B0CQ2XPFC7", "price": "$35.95", "delivery": "FREE delivery May 29 - Jun 18 for Prime members"},
  {"title": "Unisex Matte Choir Robes for Church Adults, Graduation Gown Only for High School and Bachelor", "asin": "B0DCRYYVD2", "price": "$16.99", "delivery": "FREE delivery Sat, May 10 for Prime members Only 1 left in stock - order soon."},
  {"title": "6Pcs Unisex Matte Graduation Cap and Gown 2025 with Tassel for High School and College Graduation", "asin": "B0DL8WJB5W", "price": "$90.00", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Choir Robes Graduation Gown Choir Robes for Church Pulpit Robe and Pastor", "asin": "B09HZ5NNQG", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Shiny Graduation Gown Robe for High School and Bachel or Choir Robe for Confirmation Baptism", "asin": "B0CFZTBYPQ", "price": "$15.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Graduation Gown Cap Tassel Set", "asin": "B016EYDLY2", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Matte Choir Robes for Church Adults Graduation Gown Baptismal Robes", "asin": "B0799GPMNG", "price": "$14.23", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor", "asin": "B08698J52G", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Graduation Cap and Gown 2025 Set with Tassel Honor Cord Graduation Stoles for High School College Bachelor", "asin": "B0BZKHL7DH", "price": "$21.59", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Matte Graduation Gown for High School,Choir Robes for Church, Judge Robes Costume 12 Colors", "asin": "B0851C9G88", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Adult Graduation Gown Cap Tassel Set Matte Uniforms 2025 Charms Cord and Stole for College High School Graduate", "asin": "B0BQXQBVTY", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Sustainable Graduation Cap and Gown with Pockets 2025 Tassel for High School & Bachelor,100% Recycled Material", "asin": "B0CY59FYD5", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Adult Matte Graduation Cap and Gown 2024/2025", "asin": "B0DBYZLDM9", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Graduation Cap and Gown Package for High School and University, Includes Tassel", "asin": "B0DC6P2JMG", "price": "$19.95", "delivery": "FREE delivery May 9 - 13 Or fastest delivery May 8 - 12"},
  {"title": "Kindergarten Graduation Cap Gown with 2025 Tassel Graduation Stole Certificate, for Preschool Children Kids", "asin": "B0F2TS6SPD", "price": "$15.99", "delivery": "FREE delivery May 10 - 13 for Prime members"},
  {"title": "Unisex Matte choir robes for church Baptism Officiant Confirmation Costume,Graduation Gown Pastor &judges robe", "asin": "B01M4OIK5J", "price": "$11.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Adult Matte Choir Robe for Church Judge Robe Costume Unisex Graduation Gown", "asin": "B0CFZNTRHP", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Matte Graduation Cap and Gown 2025 Tassel Year Set for Middle High School College for Adult Graduation Robe", "asin": "B076Q3GHPQ", "price": "$18.98", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Cap and Gown 2025 with Tassel for High School and College Graduation Black", "asin": "B09J4QZXRF", "price": "$18.98", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Shiny Child Graduation Cap, Gown, Tassel and 2025 Charm Set, Kindergarten Graduation and Kids Preschool", "asin": "B07K826G6H", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Custom Graduation Gown and Cap 2025 Personalized Graduate Gown with Cap Set Customized Logo Name Photo Robe Tassel", "asin": "B0F4D9TLWN", "price": "$19.99", "delivery": "$9.99 delivery May 16 - 29"},
  {"title": "Unisex Adult Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor 10 Colors", "asin": "B092VCFR8D", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Adult Matte Graduation Gown Only, for High School, Bachelor, Choir Robes, Pulpit Robe, Pastor and Halloween", "asin": "B0C9D66TP4", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Graduation Gown Cap 2025 Year Charm for High School Rich in Color", "asin": "B08543GJPM", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Choir Robes for Church &Graduation Gown Only,Graduation Robe,Pulpit Robes and Judge Robes", "asin": "B0BCXZ9SRZ", "price": "$14.58", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Cap and Gown 2025 2024 Set Bulk with Tassel for College High School Graduates", "asin": "B01FJ47MBQ", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Sustainable 2025 Black Graduation Cap and Gown Set with Pockets 100% Recycled Material for High School Bachelor", "asin": "B0CY3V5458", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "5 Pieces Adults Matte Graduation Gown Cap Set with 2025 Tassel Graduation Sash Honor Cord Kit for High School College", "asin": "B0DKWRQXCX", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Matte Graduation Cap and Gown 2025 Tassel Set for High School &College Graduates", "asin": "B0CJQJ8GLH", "price": "$15.88", "delivery": "FREE delivery Thu, May 8 Arrives before Mother's Day"},
  {"title": "Graduation Cap Headband, Firm Anti-fall Hair Band for Graduation Cap, Hat Accessories for Graduates, Students, Girls", "asin": "B0CYZMHCMQ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Masters Graduation Cap and Gown with Black 2025 Tassel Unisex", "asin": "B00RCX9BVW", "price": "$36.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown,Choir Robe for Church,Judge Robes,Pulpit Robe Pastor Baptism", "asin": "B0DG2DRDRP", "price": "$13.88", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Graduation Cap and Gown Tassel Set with 2024 and 2025 for High School and Bachelor", "asin": "B0CPBMF3ZP", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor", "asin": "B093BH8YL5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Matte Graduation Cap and Gown 2024+2025 Tassel Set with Honor Cord Graduation Stoles for High School College Bachelor", "asin": "B0D8ZSXBZP", "price": "$22.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Shiny Graduation Gown Robe for High School and Bachel or Choir Robe for Confirmation Baptism", "asin": "B0CFZQG9MX", "price": "$15.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Adult Graduation Gown Cap Tassel Set Matte Uniforms 2025 Charms Cord and Stole for College High School Graduate", "asin": "B0BQXQ1Y5T", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Choir Robes Graduation Gown Judge Costume Baptismal Robes for Adults", "asin": "B0CF1QSJMM", "price": "$11.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Matte Unisex Cap and Gown Set with Tassel and 2025 Year Charm for High School and College Graduation Ceremony", "asin": "B0DRYL1SBD", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Matte Graduation Gown for High School Bachelor, Unisex Choir Robe for Church Adults 12 Colors", "asin": "B07CNJBLK4", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Adult Matte Graduation Cap and Gown Tassel Set with 2025 Tassel Graduation Sash Honor Cord Kit for High School College", "asin": "B0DYXYD5FW", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Cap and Gown 2025 with Tassel Graduation Stole Honor Cord for High School and College Graduation", "asin": "B0DSVHL6M4", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Kindergarten Graduation Cap Gown Stole Package with 2025 Tassel, Certificate", "asin": "B072B8YPPL", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Graduation Master Cap and Gown Master Regalia with Black 2024 2025 Tassel Package", "asin": "B0B7MZ6JV2", "price": "$29.79", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown for High School & Bachelor | Choir Robes for Church | Judge Robe Costumes", "asin": "B00T3VA7PK", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Shiny Graduation Cap Gown 2024 2025 Year Charm Tassel Set for Middle High School and Bachelor", "asin": "B0CF96P2CG", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Graduation Gown and Cap with Tassel and 2025 Year Charm - Golden 72\" Stole - Black Diploma Holder", "asin": "B0DFY9LSZX", "price": "$19.99", "delivery": "FREE delivery Thu, May 8 Arrives before Mother's Day"},
  {"title": "Unisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JP577PS", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Matte Graduation Cap with 2025 Tassel for High School & Bachelor", "asin": "B00RADAOCY", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Choir Robes Graduation Gown Choir Robes for Church Pulpit Robe and Pastor", "asin": "B09HZNR643", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Shiny Graduation Cap and Gown with 2025 Tassel for High School and Bachelor", "asin": "B00QW0PR28", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Deluxe Graduation Gown, Hood, Tam and 8 Sided Package", "asin": "B07KW4Z8MF", "price": "$94.99", "delivery": "FREE delivery Thu, May 8 Arrives before Mother's Day"},
  {"title": "Unisex Matte Kindergarten Graduation Gown Cap Tassel Set 2025", "asin": "B07DK8NXCG", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Shiny Kindergarten & Preschool Graduation Gown Cap Tassel 2024 & 2025 Charm", "asin": "B01GNJ31N4", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"}]
  <|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": "2025-05-06T03:14:31.167Z", // 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"}
  {"timestamp": "2025-05-06T03:14:18.469Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-06T03:14:21.340Z", "action": "click", "action_argument": "search"}
  {"timestamp": "2025-05-06T03:14:30.844Z", "action": "input", "action_argument": "graduation gown phd"}
  <|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": "graduation gown phd"}],
  "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": "OSBO GradSeason\nMatte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK65PZN", "price": "$21.99", "quantity": ""},
  {"title": "GraduationMall\nShiny Graduation Cap and Gown with 2025 Tassel for High School and Bachelor", "asin": "B00QW0NZZO", "price": "$24.99", "quantity": ""},
  {"title": "OSBO GradSeason\nUnisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JQ7RTTC", "price": "$17.99", "quantity": ""},
  {"title": "GraduationMall\nUnisex Matte Graduation Gown for High School & Bachelor | Choir Robes for Church | Judge Robe Costumes", "asin": "B00T3VA6OW", "price": "$18.99", "quantity": ""},
  {"title": "CLERKMANS\nUnisex Deluxe Doctoral PhD Graduation Gown - Doctorate Robe", "asin": "B0BRNJYBVM", "price": "$99.95", "quantity": ""},
  {"title": "CLERKMANS\nUnisex Masters Cap and Gown with 2025 Year Charm, Masters Degree Black Graduation Regalia", "asin": "B0CQ2XPFC7", "price": "$35.95", "quantity": ""},
  {"title": "OSBO GradSeason\nUnisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JP577PS", "price": "$17.99", "quantity": ""},
  {"title": "OSBO GradSeason\nMatte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK65PZN", "price": "$21.99", "quantity": ""},
  {"title": "CLERKMANS\nUnisex Matte Graduation Cap Gown Tassel Package, High School and University", "asin": "B085347XMJ", "price": "$27.95", "quantity": ""},
  {"title": "GradPlaza\nMatte Choir Robe for Church Baptism Officiant Confirmation Costume,Graduation Gown for School,Judge Pastor Robes", "asin": "B01GJIVNTI", "price": "$14.98", "quantity": ""}],
  "ads": [{"title": "Go to detail page for \"CLERKMANS Unisex Matte Graduation Cap Gown Tassel Package, High School and University.\" Rated 4.3 out of 5 stars by 118 reviews. Eligible for Prime.", "asin": "B085337VS7"},
  {"title": "Go to detail page for \"CLERKMANS Unisex Classic Masters Graduation Gown.\" Rated 4.4 out of 5 stars by 88 reviews. Not eligible for Prime.", "asin": "B08519C7RS"}],
  "search_results": [{"title": "Shiny Graduation Cap and Gown with 2025 Tassel for High School and Bachelor", "asin": "B00QW0NZZO", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JQ7RTTC", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown for High School & Bachelor | Choir Robes for Church | Judge Robe Costumes", "asin": "B00T3VA7PK", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Matte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK6FJSL", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Graduation Cap Gown Tassel Package, High School and University", "asin": "B08533Z7S1", "price": "$27.95", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"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": "Unisex Premium Matte Graduation Gown Only", "asin": "B01MDPOKAE", "price": "$16.96", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Adult Matte Graduation Cap and Gown Tassel Set", "asin": "B07ZT1LGNN", "price": "$19.97", "delivery": "FREE delivery Sat, May 10 for Prime members"},
  {"title": "Matte Graduation Cap and Gown Class of 2025 Set Bulk with Tassel for High School & College 12 Colors", "asin": "B07CG8D9XP", "price": "$23.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Matte Graduation Cap and Gown 2025 Set with Tassel for High School & College 10 Colors", "asin": "B07DK6H5TN", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Masters Cap and Gown with 2025 Year Charm, Masters Degree Black Graduation Regalia", "asin": "B0CQ2XPFC7", "price": "$35.95", "delivery": "FREE delivery May 29 - Jun 18 for Prime members"},
  {"title": "Unisex Matte Choir Robes for Church Adults, Graduation Gown Only for High School and Bachelor", "asin": "B0DCRYYVD2", "price": "$16.99", "delivery": "FREE delivery Sat, May 10 for Prime members Only 1 left in stock - order soon."},
  {"title": "6Pcs Unisex Matte Graduation Cap and Gown 2025 with Tassel for High School and College Graduation", "asin": "B0DL8WJB5W", "price": "$90.00", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Choir Robes Graduation Gown Choir Robes for Church Pulpit Robe and Pastor", "asin": "B09HZ5NNQG", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Shiny Graduation Gown Robe for High School and Bachel or Choir Robe for Confirmation Baptism", "asin": "B0CFZTBYPQ", "price": "$15.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Graduation Gown Cap Tassel Set", "asin": "B016EYDLY2", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Matte Choir Robes for Church Adults Graduation Gown Baptismal Robes", "asin": "B0799GPMNG", "price": "$14.23", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor", "asin": "B08698J52G", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Graduation Cap and Gown 2025 Set with Tassel Honor Cord Graduation Stoles for High School College Bachelor", "asin": "B0BZKHL7DH", "price": "$21.59", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Matte Graduation Gown for High School,Choir Robes for Church, Judge Robes Costume 12 Colors", "asin": "B0851C9G88", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Adult Graduation Gown Cap Tassel Set Matte Uniforms 2025 Charms Cord and Stole for College High School Graduate", "asin": "B0BQXQBVTY", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Sustainable Graduation Cap and Gown with Pockets 2025 Tassel for High School & Bachelor,100% Recycled Material", "asin": "B0CY59FYD5", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Adult Matte Graduation Cap and Gown 2024/2025", "asin": "B0DBYZLDM9", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Graduation Cap and Gown Package for High School and University, Includes Tassel", "asin": "B0DC6P2JMG", "price": "$19.95", "delivery": "FREE delivery May 9 - 13 Or fastest delivery May 8 - 12"},
  {"title": "Kindergarten Graduation Cap Gown with 2025 Tassel Graduation Stole Certificate, for Preschool Children Kids", "asin": "B0F2TS6SPD", "price": "$15.99", "delivery": "FREE delivery May 10 - 13 for Prime members"},
  {"title": "Unisex Matte choir robes for church Baptism Officiant Confirmation Costume,Graduation Gown Pastor &judges robe", "asin": "B01M4OIK5J", "price": "$11.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Adult Matte Choir Robe for Church Judge Robe Costume Unisex Graduation Gown", "asin": "B0CFZNTRHP", "price": "$12.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Matte Graduation Cap and Gown 2025 Tassel Year Set for Middle High School College for Adult Graduation Robe", "asin": "B076Q3GHPQ", "price": "$18.98", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Cap and Gown 2025 with Tassel for High School and College Graduation Black", "asin": "B09J4QZXRF", "price": "$18.98", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Shiny Child Graduation Cap, Gown, Tassel and 2025 Charm Set, Kindergarten Graduation and Kids Preschool", "asin": "B07K826G6H", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Custom Graduation Gown and Cap 2025 Personalized Graduate Gown with Cap Set Customized Logo Name Photo Robe Tassel", "asin": "B0F4D9TLWN", "price": "$19.99", "delivery": "$9.99 delivery May 16 - 29"},
  {"title": "Unisex Adult Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor 10 Colors", "asin": "B092VCFR8D", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Adult Matte Graduation Gown Only, for High School, Bachelor, Choir Robes, Pulpit Robe, Pastor and Halloween", "asin": "B0C9D66TP4", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Graduation Gown Cap 2025 Year Charm for High School Rich in Color", "asin": "B08543GJPM", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Choir Robes for Church &Graduation Gown Only,Graduation Robe,Pulpit Robes and Judge Robes", "asin": "B0BCXZ9SRZ", "price": "$14.58", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Cap and Gown 2025 2024 Set Bulk with Tassel for College High School Graduates", "asin": "B01FJ47MBQ", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Sustainable 2025 Black Graduation Cap and Gown Set with Pockets 100% Recycled Material for High School Bachelor", "asin": "B0CY3V5458", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "5 Pieces Adults Matte Graduation Gown Cap Set with 2025 Tassel Graduation Sash Honor Cord Kit for High School College", "asin": "B0DKWRQXCX", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Matte Graduation Cap and Gown 2025 Tassel Set for High School &College Graduates", "asin": "B0CJQJ8GLH", "price": "$15.88", "delivery": "FREE delivery Thu, May 8 Arrives before Mother's Day"},
  {"title": "Graduation Cap Headband, Firm Anti-fall Hair Band for Graduation Cap, Hat Accessories for Graduates, Students, Girls", "asin": "B0CYZMHCMQ", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Masters Graduation Cap and Gown with Black 2025 Tassel Unisex", "asin": "B00RCX9BVW", "price": "$36.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown,Choir Robe for Church,Judge Robes,Pulpit Robe Pastor Baptism", "asin": "B0DG2DRDRP", "price": "$13.88", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Graduation Cap and Gown Tassel Set with 2024 and 2025 for High School and Bachelor", "asin": "B0CPBMF3ZP", "price": "$14.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Matte Graduation Gown Cap Tassel Set 2025 for High School and Bachelor", "asin": "B093BH8YL5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Matte Graduation Cap and Gown 2024+2025 Tassel Set with Honor Cord Graduation Stoles for High School College Bachelor", "asin": "B0D8ZSXBZP", "price": "$22.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Shiny Graduation Gown Robe for High School and Bachel or Choir Robe for Confirmation Baptism", "asin": "B0CFZQG9MX", "price": "$15.98", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Adult Graduation Gown Cap Tassel Set Matte Uniforms 2025 Charms Cord and Stole for College High School Graduate", "asin": "B0BQXQ1Y5T", "price": "$27.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Unisex Matte Choir Robes Graduation Gown Judge Costume Baptismal Robes for Adults", "asin": "B0CF1QSJMM", "price": "$11.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Matte Unisex Cap and Gown Set with Tassel and 2025 Year Charm for High School and College Graduation Ceremony", "asin": "B0DRYL1SBD", "price": "$14.98", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Matte Graduation Gown for High School Bachelor, Unisex Choir Robe for Church Adults 12 Colors", "asin": "B07CNJBLK4", "price": "$18.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Unisex Adult Matte Graduation Cap and Gown Tassel Set with 2025 Tassel Graduation Sash Honor Cord Kit for High School College", "asin": "B0DYXYD5FW", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Matte Cap and Gown 2025 with Tassel Graduation Stole Honor Cord for High School and College Graduation", "asin": "B0DSVHL6M4", "price": "$19.99", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Kindergarten Graduation Cap Gown Stole Package with 2025 Tassel, Certificate", "asin": "B072B8YPPL", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Graduation Master Cap and Gown Master Regalia with Black 2024 2025 Tassel Package", "asin": "B0B7MZ6JV2", "price": "$29.79", "delivery": " Two-Day FREE delivery Wed, May 7 Arrives before Mother's Day"},
  {"title": "Unisex Matte Graduation Gown for High School & Bachelor | Choir Robes for Church | Judge Robe Costumes", "asin": "B00T3VA7PK", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Shiny Graduation Cap Gown 2024 2025 Year Charm Tassel Set for Middle High School and Bachelor", "asin": "B0CF96P2CG", "price": "$18.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Graduation Gown and Cap with Tassel and 2025 Year Charm - Golden 72\" Stole - Black Diploma Holder", "asin": "B0DFY9LSZX", "price": "$19.99", "delivery": "FREE delivery Thu, May 8 Arrives before Mother's Day"},
  {"title": "Unisex Matte Robes for Graduation Gown, Choir Robes, Pulpit Robe and Pastor", "asin": "B07JP577PS", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Arrives before Mother's Day"},
  {"title": "Matte Graduation Cap with 2025 Tassel for High School & Bachelor", "asin": "B00RADAOCY", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Choir Robes Graduation Gown Choir Robes for Church Pulpit Robe and Pastor", "asin": "B09HZNR643", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Shiny Graduation Cap and Gown with 2025 Tassel for High School and Bachelor", "asin": "B00QW0PR28", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
  {"title": "Unisex Deluxe Graduation Gown, Hood, Tam and 8 Sided Package", "asin": "B07KW4Z8MF", "price": "$94.99", "delivery": "FREE delivery Thu, May 8 Arrives before Mother's Day"},
  {"title": "Unisex Matte Kindergarten Graduation Gown Cap Tassel Set 2025", "asin": "B07DK8NXCG", "price": "$21.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
  {"title": "Shiny Kindergarten & Preschool Graduation Gown Cap Tassel 2024 & 2025 Charm", "asin": "B01GNJ31N4", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"}]
  <|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": "2025-05-06T03:14:31.167Z", // 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>
  