<|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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}

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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
<|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": ""
}
  ],
  "promotion_items": [
    {"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
    {"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
    {"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
    {"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
    {"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
    {"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
    {"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
    {"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
    {"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
    {"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
    {"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
    {"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$39.99", "quantity": ""},
    {"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""},
    {"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$28.70", "quantity": ""},
    {"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
    {"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
    {"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
    {"title": "", "asin": "B0BSNMSBHQ", "price": "$44.99", "quantity": ""},
    {"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
    {"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
    {"title": "", "asin": "B0BC264NNC", "price": "$49.95", "quantity": ""},
    {"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
    {"title": "", "asin": "B0DPM2R3G7", "price": "$18.88", "quantity": ""},
    {"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
    {"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
    {"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
    {"title": "", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
    {"title": "", "asin": "B0F37V8TSR", "price": "$29.99", "quantity": ""},
    {"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
    {"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
    {"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
    {"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
    {"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
    {"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""}
  ],
  "active_items": [
    {"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}
  ],
  "saved_items": [
    {"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
    {"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
    {"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
  ]
}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T14:12:51.758Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}

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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
<|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": ""
}
  ],
  "promotion_items": [
    {"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
    {"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
    {"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
    {"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
    {"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
    {"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
    {"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
    {"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
    {"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
    {"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
    {"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
    {"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$39.99", "quantity": ""},
    {"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""},
    {"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$28.70", "quantity": ""},
    {"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
    {"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
    {"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
    {"title": "", "asin": "B0BSNMSBHQ", "price": "$44.99", "quantity": ""},
    {"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
    {"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
    {"title": "", "asin": "B0BC264NNC", "price": "$49.95", "quantity": ""},
    {"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
    {"title": "", "asin": "B0DPM2R3G7", "price": "$18.88", "quantity": ""},
    {"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
    {"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
    {"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
    {"title": "", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
    {"title": "", "asin": "B0F37V8TSR", "price": "$29.99", "quantity": ""},
    {"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
    {"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
    {"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
    {"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
    {"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
    {"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""}
  ],
  "active_items": [
    {"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}
  ],
  "saved_items": [
    {"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
    {"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
    {"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
  ]
}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T14:12:51.758Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"

<|im_end|>
<|im_start|>assistant
<think>

<answer_action>click</answer_action><answer_argument>quantity</answer_argument>
rule
<answer_action>click</answer_action><answer_argument>quantity</answer_argument>
<|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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}

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": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
<|memory_end|>

<|action_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
<|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": ""
}
  ],
  "promotion_items": [
    {"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
    {"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
    {"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
    {"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
    {"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
    {"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
    {"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
    {"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
    {"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
    {"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
    {"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
    {"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$39.99", "quantity": ""},
    {"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""},
    {"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$28.70", "quantity": ""},
    {"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
    {"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
    {"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
    {"title": "", "asin": "B0BSNMSBHQ", "price": "$44.99", "quantity": ""},
    {"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
    {"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
    {"title": "", "asin": "B0BC264NNC", "price": "$49.95", "quantity": ""},
    {"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
    {"title": "", "asin": "B0DPM2R3G7", "price": "$18.88", "quantity": ""},
    {"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
    {"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
    {"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
    {"title": "", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
    {"title": "", "asin": "B0F37V8TSR", "price": "$29.99", "quantity": ""},
    {"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
    {"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
    {"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
    {"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
    {"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
    {"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""}
  ],
  "active_items": [
    {"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}
  ],
  "saved_items": [
    {"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
    {"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
    {"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
  ]
}
<|observation_end|>

# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T14:12:51.758Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"

<|im_end|>
<|im_start|>assistant
<think>

train