<|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|>
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "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": "golf colorfull used balls"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "quantity": ""},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men", "asin": "B0CWQ5MK9R", "price": "$38.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Callaway", "asin": "B09NCL8W7M", "price": "$52.99", "quantity": ""},
{"title": "Callaway 2023 Supersoft Personalized Golf Balls", "asin": "B0BVN159HK", "price": "$39.99", "quantity": ""},
{"title": "Srixon Soft Feel 12 Personalized Golf Balls, White", "asin": "B09L4B9V8S", "price": "$31.95", "quantity": ""}],
"ads": [{"title": "5a / Mint", "asin": "B09QQSGW7J"},
{"title": "4a / Near Mint", "asin": "B0BCSN1XVD"},
{"title": "3a / Good", "asin": "B09QLHXRHH"}],
"search_results": [{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "Jerify 50 Pcs Practice Golf Balls Bulk 45g Solid Rubber Golf Training Balls High Bounce Performance for Hit Away Swing Driving Range Indoor Outdoor Training(White)", "asin": "B0B79Q6LBY", "price": "$45.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QS2ZHRT", "price": "$42.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "100 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B00CZD1JYQ", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)", "asin": "B078JS6XSM", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White", "asin": "B0CVFHGY3Y", "price": "$21.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size", "asin": "B0017PRSW0", "price": "$18.99", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "WILSON Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White", "asin": "B00TX6YQQQ", "price": "$45.99", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls", "asin": "B07WCBVW24", "price": "$34.95", "delivery": "$9 delivery Tue, Apr 15"},
{"title": "Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice", "asin": "B0B3MNJLFN", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson", "asin": "B0DTTLWH37", "price": "$39.00", "delivery": "FREE delivery Apr 11 - 15"},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9"},
{"title": "50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack", "asin": "B00CK8TBFA", "price": "$63.87", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White", "asin": "B074ZPLDS8", "price": "$45.70", "delivery": "FREE delivery Apr 10 - 14"},
{"title": "Top Flite Recycled Golf Balls", "asin": "B00KXO8FP0", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Nitro Golf Crossfire 45 Ball Pack Golf Balls, White", "asin": "B07GNWD6NP", "price": "$28.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)", "asin": "B0BNJZD6MD", "price": "$84.99", "delivery": "$9.99 delivery Apr 9 - 14 Or fastest delivery Apr 8 - 10"},
{"title": "AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training", "asin": "B0DSK7T2S5", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag", "asin": "B09MZSGD1V", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist Golf Balls", "asin": "B00LHP0EPS", "price": "$32.04", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B08LQZ15FT", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)", "asin": "B088814QHP", "price": "$32.93", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "LostGolfBalls - 24 Titleist Yellow Tour Soft Golf Balls in Pristine Condition, 2023 Year Model, Like New Quality, No Logos, No Player Markings, Recycled Used Golf Balls, Yellow", "asin": "B0CVFGPBY6", "price": "$28.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag", "asin": "B0CZWLV34H", "price": "$29.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition", "asin": "B09QLHXRHH", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon", "asin": "B09Q84DJBJ", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White", "asin": "B07G5Z599N", "price": "$33.89", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag", "asin": "B09JL6S4MJ", "price": "$31.99", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "PG Golf Ball Mix", "asin": "B0888V671R", "price": "$39.37", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet Used Golf Balls for Kirkland Signature 4A/Near Mint", "asin": "B09NZ4XSWL", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B0C3MX5FD8", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 72 Used Golf Balls for Taylormade in Mesh Bag 3A/2A Condition", "asin": "B09TRYH8DW", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag", "asin": "B09K11J4G2", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Afford-A-Ball Golf. (50, 100, 300 Count) Hit Away Used and Recycled shag Golf Balls. Miscellaneous shag (2A) Golf Balls. Golf Supplies for Men & Women. Backyard practic Golf Balls.", "asin": "B0CZP9C8QL", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland", "asin": "B0DP1BCL8G", "price": "$42.99", "delivery": "FREE delivery Apr 13 - 18 for Prime members"},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "B09L5DXB2X", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag", "asin": "B09K9JGZYQ", "price": "$39.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Clean Green Golf Balls 24 Recycled Used Golf Balls for Callaway ERC Triple Track Golf Ball Bulk Mix - Cheap Golf Balls Good Condition - includes for Callaway Golf Balls for Men and Mesh Carrying Bag", "asin": "B09MSQKBGP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls", "asin": "B0CWNLWZ36", "price": "$67.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pinnacle Recycled Golf Balls (36 pk)", "asin": "B0BV4WR1VH", "price": "$28.63", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Reload Recycled Golf Balls", "asin": "B00KXNUI7E", "price": "$12.99", "delivery": "$6.95 delivery Apr 9 - 11"},
{"title": "50 TITLEIST PRO V1 2014 AAAAA Mint Used Golf Balls", "asin": "B00KY647A4", "price": "$61.94", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Titleist Pro V1 / Pro V1X Refurbished Golf Balls", "asin": "B005P75YIQ", "price": "$21.45", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "Golf Ball Planet 72 Store Line Assorted Used Recycled Golf Balls in Mesh Bag 4A/3A Condition", "asin": "B09Q77RJ9R", "price": "$53.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Golf Warbird Golf Balls", "asin": "B0CP4GH99S", "price": "$39.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Titleist", "asin": "B00KXNUI1K", "price": "$24.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Noodle Long & Soft Golf Ball", "asin": "B09F5FN7DT", "price": "$18.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition", "asin": "B09Q4SXCGT", "price": "$68.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Speed Soft Ink Golf Balls", "asin": "B0CP9RCXKX", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Clean Green Golf Ball Mix - 50 Titleist Pro V1 and V1x Recycled and Used Balls - Includes Mesh Carrying Bag - Good Condition", "asin": "B0D9PJ5FZ1", "price": "$68.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 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": "2025-04-06T23:28:39.504Z", // 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>

user
<|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|>
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "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": "golf colorfull used balls"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "quantity": ""},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men", "asin": "B0CWQ5MK9R", "price": "$38.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Callaway", "asin": "B09NCL8W7M", "price": "$52.99", "quantity": ""},
{"title": "Callaway 2023 Supersoft Personalized Golf Balls", "asin": "B0BVN159HK", "price": "$39.99", "quantity": ""},
{"title": "Srixon Soft Feel 12 Personalized Golf Balls, White", "asin": "B09L4B9V8S", "price": "$31.95", "quantity": ""}],
"ads": [{"title": "5a / Mint", "asin": "B09QQSGW7J"},
{"title": "4a / Near Mint", "asin": "B0BCSN1XVD"},
{"title": "3a / Good", "asin": "B09QLHXRHH"}],
"search_results": [{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "Jerify 50 Pcs Practice Golf Balls Bulk 45g Solid Rubber Golf Training Balls High Bounce Performance for Hit Away Swing Driving Range Indoor Outdoor Training(White)", "asin": "B0B79Q6LBY", "price": "$45.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QS2ZHRT", "price": "$42.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "100 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B00CZD1JYQ", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)", "asin": "B078JS6XSM", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White", "asin": "B0CVFHGY3Y", "price": "$21.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size", "asin": "B0017PRSW0", "price": "$18.99", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "WILSON Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White", "asin": "B00TX6YQQQ", "price": "$45.99", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls", "asin": "B07WCBVW24", "price": "$34.95", "delivery": "$9 delivery Tue, Apr 15"},
{"title": "Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice", "asin": "B0B3MNJLFN", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson", "asin": "B0DTTLWH37", "price": "$39.00", "delivery": "FREE delivery Apr 11 - 15"},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9"},
{"title": "50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack", "asin": "B00CK8TBFA", "price": "$63.87", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White", "asin": "B074ZPLDS8", "price": "$45.70", "delivery": "FREE delivery Apr 10 - 14"},
{"title": "Top Flite Recycled Golf Balls", "asin": "B00KXO8FP0", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Nitro Golf Crossfire 45 Ball Pack Golf Balls, White", "asin": "B07GNWD6NP", "price": "$28.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)", "asin": "B0BNJZD6MD", "price": "$84.99", "delivery": "$9.99 delivery Apr 9 - 14 Or fastest delivery Apr 8 - 10"},
{"title": "AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training", "asin": "B0DSK7T2S5", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag", "asin": "B09MZSGD1V", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist Golf Balls", "asin": "B00LHP0EPS", "price": "$32.04", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B08LQZ15FT", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)", "asin": "B088814QHP", "price": "$32.93", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "LostGolfBalls - 24 Titleist Yellow Tour Soft Golf Balls in Pristine Condition, 2023 Year Model, Like New Quality, No Logos, No Player Markings, Recycled Used Golf Balls, Yellow", "asin": "B0CVFGPBY6", "price": "$28.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag", "asin": "B0CZWLV34H", "price": "$29.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition", "asin": "B09QLHXRHH", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon", "asin": "B09Q84DJBJ", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White", "asin": "B07G5Z599N", "price": "$33.89", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag", "asin": "B09JL6S4MJ", "price": "$31.99", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "PG Golf Ball Mix", "asin": "B0888V671R", "price": "$39.37", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet Used Golf Balls for Kirkland Signature 4A/Near Mint", "asin": "B09NZ4XSWL", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B0C3MX5FD8", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 72 Used Golf Balls for Taylormade in Mesh Bag 3A/2A Condition", "asin": "B09TRYH8DW", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag", "asin": "B09K11J4G2", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Afford-A-Ball Golf. (50, 100, 300 Count) Hit Away Used and Recycled shag Golf Balls. Miscellaneous shag (2A) Golf Balls. Golf Supplies for Men & Women. Backyard practic Golf Balls.", "asin": "B0CZP9C8QL", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland", "asin": "B0DP1BCL8G", "price": "$42.99", "delivery": "FREE delivery Apr 13 - 18 for Prime members"},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "B09L5DXB2X", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag", "asin": "B09K9JGZYQ", "price": "$39.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Clean Green Golf Balls 24 Recycled Used Golf Balls for Callaway ERC Triple Track Golf Ball Bulk Mix - Cheap Golf Balls Good Condition - includes for Callaway Golf Balls for Men and Mesh Carrying Bag", "asin": "B09MSQKBGP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls", "asin": "B0CWNLWZ36", "price": "$67.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pinnacle Recycled Golf Balls (36 pk)", "asin": "B0BV4WR1VH", "price": "$28.63", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Reload Recycled Golf Balls", "asin": "B00KXNUI7E", "price": "$12.99", "delivery": "$6.95 delivery Apr 9 - 11"},
{"title": "50 TITLEIST PRO V1 2014 AAAAA Mint Used Golf Balls", "asin": "B00KY647A4", "price": "$61.94", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Titleist Pro V1 / Pro V1X Refurbished Golf Balls", "asin": "B005P75YIQ", "price": "$21.45", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "Golf Ball Planet 72 Store Line Assorted Used Recycled Golf Balls in Mesh Bag 4A/3A Condition", "asin": "B09Q77RJ9R", "price": "$53.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Golf Warbird Golf Balls", "asin": "B0CP4GH99S", "price": "$39.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Titleist", "asin": "B00KXNUI1K", "price": "$24.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Noodle Long & Soft Golf Ball", "asin": "B09F5FN7DT", "price": "$18.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition", "asin": "B09Q4SXCGT", "price": "$68.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Speed Soft Ink Golf Balls", "asin": "B0CP9RCXKX", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Clean Green Golf Ball Mix - 50 Titleist Pro V1 and V1x Recycled and Used Balls - Includes Mesh Carrying Bag - Good Condition", "asin": "B0D9PJ5FZ1", "price": "$68.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 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": "2025-04-06T23:28:39.504Z", // 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>

<|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|>
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "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": "golf colorfull used balls"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "quantity": ""},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men", "asin": "B0CWQ5MK9R", "price": "$38.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Callaway", "asin": "B09NCL8W7M", "price": "$52.99", "quantity": ""},
{"title": "Callaway 2023 Supersoft Personalized Golf Balls", "asin": "B0BVN159HK", "price": "$39.99", "quantity": ""},
{"title": "Srixon Soft Feel 12 Personalized Golf Balls, White", "asin": "B09L4B9V8S", "price": "$31.95", "quantity": ""}],
"ads": [{"title": "5a / Mint", "asin": "B09QQSGW7J"},
{"title": "4a / Near Mint", "asin": "B0BCSN1XVD"},
{"title": "3a / Good", "asin": "B09QLHXRHH"}],
"search_results": [{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "Jerify 50 Pcs Practice Golf Balls Bulk 45g Solid Rubber Golf Training Balls High Bounce Performance for Hit Away Swing Driving Range Indoor Outdoor Training(White)", "asin": "B0B79Q6LBY", "price": "$45.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QS2ZHRT", "price": "$42.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "100 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B00CZD1JYQ", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)", "asin": "B078JS6XSM", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White", "asin": "B0CVFHGY3Y", "price": "$21.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size", "asin": "B0017PRSW0", "price": "$18.99", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "WILSON Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White", "asin": "B00TX6YQQQ", "price": "$45.99", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls", "asin": "B07WCBVW24", "price": "$34.95", "delivery": "$9 delivery Tue, Apr 15"},
{"title": "Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice", "asin": "B0B3MNJLFN", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson", "asin": "B0DTTLWH37", "price": "$39.00", "delivery": "FREE delivery Apr 11 - 15"},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9"},
{"title": "50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack", "asin": "B00CK8TBFA", "price": "$63.87", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White", "asin": "B074ZPLDS8", "price": "$45.70", "delivery": "FREE delivery Apr 10 - 14"},
{"title": "Top Flite Recycled Golf Balls", "asin": "B00KXO8FP0", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Nitro Golf Crossfire 45 Ball Pack Golf Balls, White", "asin": "B07GNWD6NP", "price": "$28.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)", "asin": "B0BNJZD6MD", "price": "$84.99", "delivery": "$9.99 delivery Apr 9 - 14 Or fastest delivery Apr 8 - 10"},
{"title": "AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training", "asin": "B0DSK7T2S5", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag", "asin": "B09MZSGD1V", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist Golf Balls", "asin": "B00LHP0EPS", "price": "$32.04", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B08LQZ15FT", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)", "asin": "B088814QHP", "price": "$32.93", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "LostGolfBalls - 24 Titleist Yellow Tour Soft Golf Balls in Pristine Condition, 2023 Year Model, Like New Quality, No Logos, No Player Markings, Recycled Used Golf Balls, Yellow", "asin": "B0CVFGPBY6", "price": "$28.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag", "asin": "B0CZWLV34H", "price": "$29.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition", "asin": "B09QLHXRHH", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon", "asin": "B09Q84DJBJ", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White", "asin": "B07G5Z599N", "price": "$33.89", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag", "asin": "B09JL6S4MJ", "price": "$31.99", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "PG Golf Ball Mix", "asin": "B0888V671R", "price": "$39.37", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet Used Golf Balls for Kirkland Signature 4A/Near Mint", "asin": "B09NZ4XSWL", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B0C3MX5FD8", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 72 Used Golf Balls for Taylormade in Mesh Bag 3A/2A Condition", "asin": "B09TRYH8DW", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag", "asin": "B09K11J4G2", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Afford-A-Ball Golf. (50, 100, 300 Count) Hit Away Used and Recycled shag Golf Balls. Miscellaneous shag (2A) Golf Balls. Golf Supplies for Men & Women. Backyard practic Golf Balls.", "asin": "B0CZP9C8QL", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland", "asin": "B0DP1BCL8G", "price": "$42.99", "delivery": "FREE delivery Apr 13 - 18 for Prime members"},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "B09L5DXB2X", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag", "asin": "B09K9JGZYQ", "price": "$39.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Clean Green Golf Balls 24 Recycled Used Golf Balls for Callaway ERC Triple Track Golf Ball Bulk Mix - Cheap Golf Balls Good Condition - includes for Callaway Golf Balls for Men and Mesh Carrying Bag", "asin": "B09MSQKBGP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls", "asin": "B0CWNLWZ36", "price": "$67.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pinnacle Recycled Golf Balls (36 pk)", "asin": "B0BV4WR1VH", "price": "$28.63", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Reload Recycled Golf Balls", "asin": "B00KXNUI7E", "price": "$12.99", "delivery": "$6.95 delivery Apr 9 - 11"},
{"title": "50 TITLEIST PRO V1 2014 AAAAA Mint Used Golf Balls", "asin": "B00KY647A4", "price": "$61.94", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Titleist Pro V1 / Pro V1X Refurbished Golf Balls", "asin": "B005P75YIQ", "price": "$21.45", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "Golf Ball Planet 72 Store Line Assorted Used Recycled Golf Balls in Mesh Bag 4A/3A Condition", "asin": "B09Q77RJ9R", "price": "$53.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Golf Warbird Golf Balls", "asin": "B0CP4GH99S", "price": "$39.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Titleist", "asin": "B00KXNUI1K", "price": "$24.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Noodle Long & Soft Golf Ball", "asin": "B09F5FN7DT", "price": "$18.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition", "asin": "B09Q4SXCGT", "price": "$68.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Speed Soft Ink Golf Balls", "asin": "B0CP9RCXKX", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Clean Green Golf Ball Mix - 50 Titleist Pro V1 and V1x Recycled and Used Balls - Includes Mesh Carrying Bag - Good Condition", "asin": "B0D9PJ5FZ1", "price": "$68.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 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": "2025-04-06T23:28:39.504Z", // 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>
