data_source
stringclasses 1
value | prompt
listlengths 1
1
| ability
stringclasses 1
value | question
stringlengths 4.06k
57.1k
| reward_model.ground_truth.timestamp
stringdate 2025-03-24 21:16:32
2025-05-08 00:21:02
| reward_model.ground_truth.action
stringclasses 4
values | reward_model.ground_truth.action_argument
stringclasses 568
values | reward_model.style
stringclasses 1
value | answer.timestamp
stringdate 2025-03-24 21:16:32
2025-05-08 00:21:02
| answer.action
stringclasses 4
values | answer.action_argument
stringclasses 568
values | extra_info.split
stringclasses 1
value | extra_info.index
int64 0
3.08k
| extra_info.answer.timestamp
stringdate 2025-03-24 21:16:32
2025-05-08 00:21:02
| extra_info.answer.action
stringclasses 4
values | extra_info.answer.action_argument
stringclasses 568
values | extra_info.question
stringlengths 4.06k
57.1k
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:31:49.289Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-04-20T14:31:49.289Z", // 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>
|
2025-04-20T14:31:49.289Z
|
click
|
suggested_term
|
rule
|
2025-04-20T14:31:49.289Z
|
click
|
suggested_term
|
train
| 1,000 |
2025-04-20T14:31:49.289Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-04-20T14:31:49.289Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave 1 Count (Pack of 4)\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade QP620/50 1 Count (Pack of 1)\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Universal Replacement Heads for Blade,Replacement Blades Compatible with Most Major Head Shaver Brands, Easy-to-Install Electric Razor Shaver Heads for Bald Men. (9 Silver) 1 Count (Pack of 1)\", \"asin\": \"B0BYHR4S1Q\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"4PCS LinMei Shaver Replacement Heads Compatible for 1st Generation Microtouch Solo Men's Rechargeable Full Body Hair Trimmer and Shaver Replacement Cutter Head with 2 Clean Brush \", \"asin\": \"B09YQ42KBX\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"5 Blades Head Shaver Replacement Heads Electric Shaver Head Shaver Universal Replacement Blade Electric Razor Shaver Head (5D Black) 1 Count (Pack of 1)\", \"asin\": \"B0B2VXTY8K\", \"price\": \"$12.89\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"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.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 pack, QP420/80\", \"asin\": \"B0BV11YNBT\", \"price\": \"$27.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmers-2 Counts\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Brushmo Replacement Toothbrush Heads Compatible with Philips Sonicare One Toothbrush, for HY1200/06 Shadow Black BH1022/06 Brush Head (Shadow Black) 4 Pack\", \"asin\": \"B0CJWNCDY9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade QP620/50\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco SH50/52 Shaving Heads, Compatible with Philips Shavers Series 5000 and 6000, Powerful Performance, Self-Sharpening, 3 Pieces, Model SH50/52 Replaces Model HQ9/50, HQ56/50 and RQ11/50\", \"asin\": \"B01DDKS2JO\", \"price\": \"$31.46\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips QP210/51 Oneblade Replaceable Blade (Lime)\", \"asin\": \"B07NGM233W\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 7 left in stock - order soon.\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"B0C43JZPXT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"B0DPQGB8R1\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"HeadBlade HB6 Refill Blades - 6 Stainless Steel Blades for No Tugging or Pulling, Shave Less, Works for Face, Body, and Scalp\", \"asin\": \"B009S7J6RO\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"60 Feather FHS-10 Japanese Steel Razor Blades - Refill for OneBlade Core, Hybrid, & Genesis Razors - Single Blade Razor\", \"asin\": \"B07FTMLW3D\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"OneBlade HiCarbon SE Safety Razor Blades - Replacement Blades for OneBlade Element, Genesis, Dawn, Core and Hybrid Razor - Single Edge Blade for Shaving\", \"asin\": \"B0DTV4NC2G\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"B07R3CFCXK\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"QP610/80 NORELCO ONE BLADE BODY KIT ACC PHILIPS\", \"asin\": \"B078S89SSL\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"Pro Blades Shaver Replacement Head Compatible with Remington Balder Head Shaver Model XR7000,Stainless Steel Replacement Blades Precision Electric Shaving for Bald Men(1pack)\", \"asin\": \"B0CVY129M1\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-PCS Electric Shaver Replacement Heads, Compatible with Shavers: QP2520, QP2530, QP6510, QP6520, QP6530, QP2515\", \"asin\": \"B0DS9LKSKF\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Heads for Electric Shaver Cleaning Trimmer Head Solo Trimmer Replacement Cutter Head Hybrid Razors Blades (Pack of 6)\", \"asin\": \"B07TCDVKQV\", \"price\": \"$14.49\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 4 left in stock - order soon.\"},\n{\"title\": \"Philips Norelco OneBlade Intimate Pubic and Personal Body Groomer, QP1924/70 + Philips Norelco OneBlade Intimate SkinProtect Replacement Blade 2 pack, QP229/80\", \"asin\": \"B0CRGGSN5X\", \"price\": \"$59.95\", \"delivery\": \"Delivery Tue, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:33:20.774Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
<|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": "one blade replacement heads"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave 1 Count (Pack of 4)", "asin": "B0DYVCP9VV", "price": "$26.99", "quantity": ""},
{"title": "Philips OneBlade QP620/50 1 Count (Pack of 1)", "asin": "B07P9ZGRSV", "price": "$27.99", "quantity": ""},
{"title": "Universal Replacement Heads for Blade,Replacement Blades Compatible with Most Major Head Shaver Brands, Easy-to-Install Electric Razor Shaver Heads for Bald Men. (9 Silver) 1 Count (Pack of 1)", "asin": "B0BYHR4S1Q", "price": "$17.99", "quantity": ""},
{"title": "4PCS LinMei Shaver Replacement Heads Compatible for 1st Generation Microtouch Solo Men's Rechargeable Full Body Hair Trimmer and Shaver Replacement Cutter Head with 2 Clean Brush ", "asin": "B09YQ42KBX", "price": "$12.99", "quantity": ""},
{"title": "5 Blades Head Shaver Replacement Heads Electric Shaver Head Shaver Universal Replacement Blade Electric Razor Shaver Head (5D Black) 1 Count (Pack of 1)", "asin": "B0B2VXTY8K", "price": "$12.89", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 pack, QP420/80", "asin": "B0BV11YNBT", "price": "$27.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21 "},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmers-2 Counts", "asin": "B0DPKXK5P5", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Brushmo Replacement Toothbrush Heads Compatible with Philips Sonicare One Toothbrush, for HY1200/06 Shadow Black BH1022/06 Brush Head (Shadow Black) 4 Pack", "asin": "B0CJWNCDY9", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$53.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade QP620/50", "asin": "B07P9ZGRSV", "price": "$27.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco SH50/52 Shaving Heads, Compatible with Philips Shavers Series 5000 and 6000, Powerful Performance, Self-Sharpening, 3 Pieces, Model SH50/52 Replaces Model HQ9/50, HQ56/50 and RQ11/50", "asin": "B01DDKS2JO", "price": "$31.46", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips QP210/51 Oneblade Replaceable Blade (Lime)", "asin": "B07NGM233W", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 7 left in stock - order soon."},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \u2013 QP420.50", "asin": "B0C43JZPXT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx \u3001 QP65xx\u3001QP66xx", "asin": "B0DPQGB8R1", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "HeadBlade HB6 Refill Blades - 6 Stainless Steel Blades for No Tugging or Pulling, Shave Less, Works for Face, Body, and Scalp", "asin": "B009S7J6RO", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "60 Feather FHS-10 Japanese Steel Razor Blades - Refill for OneBlade Core, Hybrid, & Genesis Razors - Single Blade Razor", "asin": "B07FTMLW3D", "price": "$55.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "OneBlade HiCarbon SE Safety Razor Blades - Replacement Blades for OneBlade Element, Genesis, Dawn, Core and Hybrid Razor - Single Edge Blade for Shaving", "asin": "B0DTV4NC2G", "price": "$39.95", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "B07R3CFCXK", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "QP610/80 NORELCO ONE BLADE BODY KIT ACC PHILIPS", "asin": "B078S89SSL", "price": "$17.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "Pro Blades Shaver Replacement Head Compatible with Remington Balder Head Shaver Model XR7000,Stainless Steel Replacement Blades Precision Electric Shaving for Bald Men(1pack)", "asin": "B0CVY129M1", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-PCS Electric Shaver Replacement Heads, Compatible with Shavers: QP2520, QP2530, QP6510, QP6520, QP6530, QP2515", "asin": "B0DS9LKSKF", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Heads for Electric Shaver Cleaning Trimmer Head Solo Trimmer Replacement Cutter Head Hybrid Razors Blades (Pack of 6)", "asin": "B07TCDVKQV", "price": "$14.49", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 4 left in stock - order soon."},
{"title": "Philips Norelco OneBlade Intimate Pubic and Personal Body Groomer, QP1924/70 + Philips Norelco OneBlade Intimate SkinProtect Replacement Blade 2 pack, QP229/80", "asin": "B0CRGGSN5X", "price": "$59.95", "delivery": "Delivery Tue, Apr 22"}]
<|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": "2025-04-20T14:33:20.774Z", // 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>
|
2025-04-20T14:33:20.774Z
|
click_product
|
B0743KVCJC
|
rule
|
2025-04-20T14:33:20.774Z
|
click_product
|
B0743KVCJC
|
train
| 1,001 |
2025-04-20T14:33:20.774Z
|
click_product
|
B0743KVCJC
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
<|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": "one blade replacement heads"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave 1 Count (Pack of 4)", "asin": "B0DYVCP9VV", "price": "$26.99", "quantity": ""},
{"title": "Philips OneBlade QP620/50 1 Count (Pack of 1)", "asin": "B07P9ZGRSV", "price": "$27.99", "quantity": ""},
{"title": "Universal Replacement Heads for Blade,Replacement Blades Compatible with Most Major Head Shaver Brands, Easy-to-Install Electric Razor Shaver Heads for Bald Men. (9 Silver) 1 Count (Pack of 1)", "asin": "B0BYHR4S1Q", "price": "$17.99", "quantity": ""},
{"title": "4PCS LinMei Shaver Replacement Heads Compatible for 1st Generation Microtouch Solo Men's Rechargeable Full Body Hair Trimmer and Shaver Replacement Cutter Head with 2 Clean Brush ", "asin": "B09YQ42KBX", "price": "$12.99", "quantity": ""},
{"title": "5 Blades Head Shaver Replacement Heads Electric Shaver Head Shaver Universal Replacement Blade Electric Razor Shaver Head (5D Black) 1 Count (Pack of 1)", "asin": "B0B2VXTY8K", "price": "$12.89", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 pack, QP420/80", "asin": "B0BV11YNBT", "price": "$27.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21 "},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmers-2 Counts", "asin": "B0DPKXK5P5", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Brushmo Replacement Toothbrush Heads Compatible with Philips Sonicare One Toothbrush, for HY1200/06 Shadow Black BH1022/06 Brush Head (Shadow Black) 4 Pack", "asin": "B0CJWNCDY9", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$53.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade QP620/50", "asin": "B07P9ZGRSV", "price": "$27.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco SH50/52 Shaving Heads, Compatible with Philips Shavers Series 5000 and 6000, Powerful Performance, Self-Sharpening, 3 Pieces, Model SH50/52 Replaces Model HQ9/50, HQ56/50 and RQ11/50", "asin": "B01DDKS2JO", "price": "$31.46", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips QP210/51 Oneblade Replaceable Blade (Lime)", "asin": "B07NGM233W", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 7 left in stock - order soon."},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \u2013 QP420.50", "asin": "B0C43JZPXT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx \u3001 QP65xx\u3001QP66xx", "asin": "B0DPQGB8R1", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "HeadBlade HB6 Refill Blades - 6 Stainless Steel Blades for No Tugging or Pulling, Shave Less, Works for Face, Body, and Scalp", "asin": "B009S7J6RO", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "60 Feather FHS-10 Japanese Steel Razor Blades - Refill for OneBlade Core, Hybrid, & Genesis Razors - Single Blade Razor", "asin": "B07FTMLW3D", "price": "$55.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "OneBlade HiCarbon SE Safety Razor Blades - Replacement Blades for OneBlade Element, Genesis, Dawn, Core and Hybrid Razor - Single Edge Blade for Shaving", "asin": "B0DTV4NC2G", "price": "$39.95", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "B07R3CFCXK", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "QP610/80 NORELCO ONE BLADE BODY KIT ACC PHILIPS", "asin": "B078S89SSL", "price": "$17.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "Pro Blades Shaver Replacement Head Compatible with Remington Balder Head Shaver Model XR7000,Stainless Steel Replacement Blades Precision Electric Shaving for Bald Men(1pack)", "asin": "B0CVY129M1", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-PCS Electric Shaver Replacement Heads, Compatible with Shavers: QP2520, QP2530, QP6510, QP6520, QP6530, QP2515", "asin": "B0DS9LKSKF", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Heads for Electric Shaver Cleaning Trimmer Head Solo Trimmer Replacement Cutter Head Hybrid Razors Blades (Pack of 6)", "asin": "B07TCDVKQV", "price": "$14.49", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 4 left in stock - order soon."},
{"title": "Philips Norelco OneBlade Intimate Pubic and Personal Body Groomer, QP1924/70 + Philips Norelco OneBlade Intimate SkinProtect Replacement Blade 2 pack, QP229/80", "asin": "B0CRGGSN5X", "price": "$59.95", "delivery": "Delivery Tue, Apr 22"}]
<|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": "2025-04-20T14:33:20.774Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:35:11.913Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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"}
<|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": "one blade replacement heads"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:35:11.913Z", // 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>
|
2025-04-20T14:35:11.913Z
|
click
|
search
|
rule
|
2025-04-20T14:35:11.913Z
|
click
|
search
|
train
| 1,002 |
2025-04-20T14:35:11.913Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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"}
<|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": "one blade replacement heads"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:35:11.913Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:35:15.713Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:35:15.713Z", // 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>
|
2025-04-20T14:35:15.713Z
|
click
|
search
|
rule
|
2025-04-20T14:35:15.713Z
|
click
|
search
|
train
| 1,003 |
2025-04-20T14:35:15.713Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:35:15.713Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"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.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"B0D49DZC83\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:18.501Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush", "asin": "B0D49DZC83", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}]
<|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": "2025-04-20T14:37:18.501Z", // 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>
|
2025-04-20T14:37:18.501Z
|
click_product
|
B0C2J8XTYY
|
rule
|
2025-04-20T14:37:18.501Z
|
click_product
|
B0C2J8XTYY
|
train
| 1,004 |
2025-04-20T14:37:18.501Z
|
click_product
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush", "asin": "B0D49DZC83", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}]
<|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": "2025-04-20T14:37:18.501Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"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\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:40.735Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-20T14:37:40.735Z", // 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>
|
2025-04-20T14:37:40.735Z
|
click
|
product_option
|
rule
|
2025-04-20T14:37:40.735Z
|
click
|
product_option
|
train
| 1,005 |
2025-04-20T14:37:40.735Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-20T14:37:40.735Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:38:37.569Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "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": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:38:37.569Z", // 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>
|
2025-04-20T14:38:37.569Z
|
click
|
product_option
|
rule
|
2025-04-20T14:38:37.569Z
|
click
|
product_option
|
train
| 1,006 |
2025-04-20T14:38:37.569Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "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": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:38:37.569Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of Three\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"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\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:10.524Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-20T14:40:10.524Z", // 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>
|
2025-04-20T14:40:10.524Z
|
click
|
product_option
|
rule
|
2025-04-20T14:40:10.524Z
|
click
|
product_option
|
train
| 1,007 |
2025-04-20T14:40:10.524Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of Three"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-20T14:40:10.524Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0743KVCJC\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n{\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n{\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:13.162Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "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": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:40:13.162Z", // 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>
|
2025-04-20T14:40:13.162Z
|
click
|
product_option
|
rule
|
2025-04-20T14:40:13.162Z
|
click
|
product_option
|
train
| 1,008 |
2025-04-20T14:40:13.162Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0743KVCJC"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"},
{"price": "$34.99"},
{"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "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": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}]
<|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": "2025-04-20T14:40:13.162Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads QP2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"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\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:17.046Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-20T14:40:17.046Z", // 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>
|
2025-04-20T14:40:17.046Z
|
purchase
|
B0C2J8XTYY
|
rule
|
2025-04-20T14:40:17.046Z
|
purchase
|
B0C2J8XTYY
|
train
| 1,009 |
2025-04-20T14:40:17.046Z
|
purchase
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "one blade replacement heads QP2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-20T14:40:17.046Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"TAKAGI USB to USB C Cable (3Pack 6ft) USB A to Type C Cable Fast Charging Nylon Braided Data Sync Transfer Cord USB C Charger for iPhone 16 Pro Max/16 Plus/15 Pro Max/15 Plus/Galaxy S20 S10 Note 20\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Pro Face + Body Electric Beard Trimmer, Shaver & Bodygroomer, with 360 Blade Technology, 2X 360 Blade, 20-Length Adjustable Comb, Body Kit, & Travel Case, QP6552/90\", \"asin\": \"\", \"price\": \"$94.96\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Uno USB C to USB C Cable 100W Fast Charging Cable Type C Charging Cord with LED Display for iPhone 16/16 Plus/16 Pro/16 Pro Max/15, MacBook Pro/Air, iPad Pro/Air, Galaxy S24 Ultra 6.6FT Black\", \"asin\": \"\", \"price\": \"$12.34\", \"quantity\": \"\"},\n{\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:21.419Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "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": "", "price": "$24.99", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "", "price": "$14.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "TAKAGI USB to USB C Cable (3Pack 6ft) USB A to Type C Cable Fast Charging Nylon Braided Data Sync Transfer Cord USB C Charger for iPhone 16 Pro Max/16 Plus/15 Pro Max/15 Plus/Galaxy S20 S10 Note 20", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More", "asin": "", "price": "$6.98", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"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": "", "price": "$29.96", "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": "", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)", "asin": "", "price": "$21.99", "quantity": ""},
{"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": "", "price": "$29.96", "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": "", "price": "$48.59", "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": "", "price": "$24.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "", "price": "$14.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Pro Face + Body Electric Beard Trimmer, Shaver & Bodygroomer, with 360 Blade Technology, 2X 360 Blade, 20-Length Adjustable Comb, Body Kit, & Travel Case, QP6552/90", "asin": "", "price": "$94.96", "quantity": ""},
{"title": "UGREEN Uno USB C to USB C Cable 100W Fast Charging Cable Type C Charging Cord with LED Display for iPhone 16/16 Plus/16 Pro/16 Pro Max/15, MacBook Pro/Air, iPad Pro/Air, Galaxy S24 Ultra 6.6FT Black", "asin": "", "price": "$12.34", "quantity": ""},
{"title": "CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More", "asin": "", "price": "$6.98", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"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": "", "price": "$29.96", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "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": "", "price": "$48.59", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0D3HCSZ2S", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B0F31VYW2W", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:40:21.419Z", // 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>
|
2025-04-20T14:40:21.419Z
|
click
|
nav_bar
|
rule
|
2025-04-20T14:40:21.419Z
|
click
|
nav_bar
|
train
| 1,010 |
2025-04-20T14:40:21.419Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "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": "", "price": "$24.99", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "", "price": "$14.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "TAKAGI USB to USB C Cable (3Pack 6ft) USB A to Type C Cable Fast Charging Nylon Braided Data Sync Transfer Cord USB C Charger for iPhone 16 Pro Max/16 Plus/15 Pro Max/15 Plus/Galaxy S20 S10 Note 20", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More", "asin": "", "price": "$6.98", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"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": "", "price": "$29.96", "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": "", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)", "asin": "", "price": "$21.99", "quantity": ""},
{"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": "", "price": "$29.96", "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": "", "price": "$48.59", "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": "", "price": "$24.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "", "price": "$14.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Pro Face + Body Electric Beard Trimmer, Shaver & Bodygroomer, with 360 Blade Technology, 2X 360 Blade, 20-Length Adjustable Comb, Body Kit, & Travel Case, QP6552/90", "asin": "", "price": "$94.96", "quantity": ""},
{"title": "UGREEN Uno USB C to USB C Cable 100W Fast Charging Cable Type C Charging Cord with LED Display for iPhone 16/16 Plus/16 Pro/16 Pro Max/15, MacBook Pro/Air, iPad Pro/Air, Galaxy S24 Ultra 6.6FT Black", "asin": "", "price": "$12.34", "quantity": ""},
{"title": "CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More", "asin": "", "price": "$6.98", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"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": "", "price": "$29.96", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "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": "", "price": "$48.59", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0D3HCSZ2S", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B0F31VYW2W", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T14:40:21.419Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"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\": \"$49.99\", \"quantity\": \"\"},\n{\"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\": \"\"}],\n\"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 Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:26.255Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
<|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 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 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": "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": "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": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "quantity": ""},
{"title": "Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)", "asin": "/promo/ANI0ZJQDZPAYW", "price": "$7.99", "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": "$49.99", "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": ""}],
"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 Fri, Apr 25 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": "$13.59", "options": [{"Color": "Black"}]}]
<|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": "2025-04-20T14:40:26.255Z", // 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>
|
2025-04-20T14:40:26.255Z
|
click_product
|
B0C2J8XTYY
|
rule
|
2025-04-20T14:40:26.255Z
|
click_product
|
B0C2J8XTYY
|
train
| 1,011 |
2025-04-20T14:40:26.255Z
|
click_product
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
<|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 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 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": "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": "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": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "quantity": ""},
{"title": "Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)", "asin": "/promo/ANI0ZJQDZPAYW", "price": "$7.99", "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": "$49.99", "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": ""}],
"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 Fri, Apr 25 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": "$13.59", "options": [{"Color": "Black"}]}]
<|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": "2025-04-20T14:40:26.255Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"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\": \"$49.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DNRPHSMC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B06XS1RXW2\", \"price\": \"$98.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D3Y22X6C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portab\", \"asin\": \"\", \"quantity\": \"\"}],\n\"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 Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:01.212Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|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 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 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": "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": "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": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "quantity": ""},
{"title": "Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)", "asin": "/promo/ANI0ZJQDZPAYW", "price": "$7.99", "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": "$49.99", "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": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0D3HCSZ2S", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B0F31VYW2W", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "", "asin": "B0DNRPHSMC", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B06XS1RXW2", "price": "$98.99", "quantity": ""},
{"title": "", "asin": "B0D3Y22X6C", "price": "$19.99", "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": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portab", "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 Fri, Apr 25 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": "$13.59", "options": [{"Color": "Black"}]}]
<|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": "2025-04-20T14:42:01.212Z", // 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>
|
2025-04-20T14:42:01.212Z
|
click
|
suggested_term
|
rule
|
2025-04-20T14:42:01.212Z
|
click
|
suggested_term
|
train
| 1,012 |
2025-04-20T14:42:01.212Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|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 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 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": "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": "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": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "quantity": ""},
{"title": "Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)", "asin": "/promo/ANI0ZJQDZPAYW", "price": "$7.99", "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": "$49.99", "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": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0D3HCSZ2S", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B0F31VYW2W", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "", "asin": "B0DNRPHSMC", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B06XS1RXW2", "price": "$98.99", "quantity": ""},
{"title": "", "asin": "B0D3Y22X6C", "price": "$19.99", "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": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portab", "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 Fri, Apr 25 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": "$13.59", "options": [{"Color": "Black"}]}]
<|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": "2025-04-20T14:42:01.212Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"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.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:16.801Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|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": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 "},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 28 - May 1"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}]
<|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": "2025-04-20T14:42:16.801Z", // 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>
|
2025-04-20T14:42:16.801Z
|
click_product
|
B0DYZX33W5
|
rule
|
2025-04-20T14:42:16.801Z
|
click_product
|
B0DYZX33W5
|
train
| 1,013 |
2025-04-20T14:42:16.801Z
|
click_product
|
B0DYZX33W5
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|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": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 "},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 28 - May 1"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}]
<|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": "2025-04-20T14:42:16.801Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"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.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 29 - 30 Only 5 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"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\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n{\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n{\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:43:07.125Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|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": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 "},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861", "asin": "B0D7C3FSMK", "price": "$18.00", "delivery": "FREE delivery Apr 29 - 30 Only 5 left in stock - order soon."},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 28 - May 1"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}]
<|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": "2025-04-20T14:43:07.125Z", // 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>
|
2025-04-20T14:43:07.125Z
|
click_product
|
B0DLK12F7F
|
rule
|
2025-04-20T14:43:07.125Z
|
click_product
|
B0DLK12F7F
|
train
| 1,014 |
2025-04-20T14:43:07.125Z
|
click_product
|
B0DLK12F7F
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|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": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 "},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861", "asin": "B0D7C3FSMK", "price": "$18.00", "delivery": "FREE delivery Apr 29 - 30 Only 5 left in stock - order soon."},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"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", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 28 - May 1"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}]
<|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": "2025-04-20T14:43:07.125Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$32.05\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"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\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:45:29.360Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "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": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-20T14:45:29.360Z", // 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>
|
2025-04-20T14:45:29.360Z
|
click
|
other
|
rule
|
2025-04-20T14:45:29.360Z
|
click
|
other
|
train
| 1,015 |
2025-04-20T14:45:29.360Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$32.05"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "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": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-20T14:45:29.360Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95\", \"asin\": \"B091TTH7PT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types\", \"asin\": \"B0795YQ8H6\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"B000MN63CO\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz\", \"asin\": \"B09H3RK75S\", \"price\": \"$2548\", \"quantity\": \"\"},\n{\"title\": \"Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.\", \"asin\": \"B0BZT8JYSR\", \"price\": \"$28.00\", \"quantity\": \"\"},\n{\"title\": \"Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free\", \"asin\": \"B00NN07IMW\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01M9AWRMC\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:10:20.778Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.99", "quantity": ""},
{"title": "Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95", "asin": "B091TTH7PT", "price": "$26.99", "quantity": ""},
{"title": "Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types", "asin": "B0795YQ8H6", "price": "$22.00", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "B000MN63CO", "price": "$14.96", "quantity": ""},
{"title": "hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz", "asin": "B09H3RK75S", "price": "$2548", "quantity": ""},
{"title": "Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.", "asin": "B0BZT8JYSR", "price": "$28.00", "quantity": ""},
{"title": "Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free", "asin": "B00NN07IMW", "price": "$19.95", "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 + 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 Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "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": "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": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B01M9AWRMC", "price": "$64.90", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "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": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 available at checkout 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": "$13.59", "options": [{"Color": "Black"}]}]
<|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": "2025-04-20T21:10:20.778Z", // 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>
|
2025-04-20T21:10:20.778Z
|
click
|
search
|
rule
|
2025-04-20T21:10:20.778Z
|
click
|
search
|
train
| 1,016 |
2025-04-20T21:10:20.778Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.99", "quantity": ""},
{"title": "Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95", "asin": "B091TTH7PT", "price": "$26.99", "quantity": ""},
{"title": "Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types", "asin": "B0795YQ8H6", "price": "$22.00", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "B000MN63CO", "price": "$14.96", "quantity": ""},
{"title": "hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz", "asin": "B09H3RK75S", "price": "$2548", "quantity": ""},
{"title": "Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.", "asin": "B0BZT8JYSR", "price": "$28.00", "quantity": ""},
{"title": "Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free", "asin": "B00NN07IMW", "price": "$19.95", "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 + 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 Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "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": "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": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B01M9AWRMC", "price": "$64.90", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "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": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 available at checkout 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": "$13.59", "options": [{"Color": "Black"}]}]
<|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": "2025-04-20T21:10:20.778Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95\", \"asin\": \"B091TTH7PT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types\", \"asin\": \"B0795YQ8H6\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"B000MN63CO\", \"price\": \"$14.96\", \"quantity\": \"\"},\n{\"title\": \"hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz\", \"asin\": \"B09H3RK75S\", \"price\": \"$2548\", \"quantity\": \"\"},\n{\"title\": \"Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.\", \"asin\": \"B0BZT8JYSR\", \"price\": \"$28.00\", \"quantity\": \"\"},\n{\"title\": \"Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free\", \"asin\": \"B00NN07IMW\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01M9AWRMC\", \"price\": \"$64.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:10:32.932Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "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": ""}],
"promotion_items": [{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.99", "quantity": ""},
{"title": "Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95", "asin": "B091TTH7PT", "price": "$26.99", "quantity": ""},
{"title": "Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types", "asin": "B0795YQ8H6", "price": "$22.00", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "B000MN63CO", "price": "$14.96", "quantity": ""},
{"title": "hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz", "asin": "B09H3RK75S", "price": "$2548", "quantity": ""},
{"title": "Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.", "asin": "B0BZT8JYSR", "price": "$28.00", "quantity": ""},
{"title": "Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free", "asin": "B00NN07IMW", "price": "$19.95", "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 + 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 Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "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": "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": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B01M9AWRMC", "price": "$64.90", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "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": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 available at checkout 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": "$13.59", "options": [{"Color": "Black"}]}]
<|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": "2025-04-20T21:10:32.932Z", // 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>
|
2025-04-20T21:10:32.932Z
|
click
|
nav_bar
|
rule
|
2025-04-20T21:10:32.932Z
|
click
|
nav_bar
|
train
| 1,017 |
2025-04-20T21:10:32.932Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "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": ""}],
"promotion_items": [{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.99", "quantity": ""},
{"title": "Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95", "asin": "B091TTH7PT", "price": "$26.99", "quantity": ""},
{"title": "Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types", "asin": "B0795YQ8H6", "price": "$22.00", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "B000MN63CO", "price": "$14.96", "quantity": ""},
{"title": "hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz", "asin": "B09H3RK75S", "price": "$2548", "quantity": ""},
{"title": "Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.", "asin": "B0BZT8JYSR", "price": "$28.00", "quantity": ""},
{"title": "Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free", "asin": "B00NN07IMW", "price": "$19.95", "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 + 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 Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "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": "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": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B01M9AWRMC", "price": "$64.90", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "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": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 available at checkout 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": "$13.59", "options": [{"Color": "Black"}]}]
<|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": "2025-04-20T21:10:32.932Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.40\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)\", \"asin\": \"B0BWHZJHPL\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV\", \"asin\": \"B0BXXKFJK2\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)\", \"asin\": \"B0C32SGKMJ\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium\", \"asin\": \"B07JBJWP2W\", \"price\": \"$84.00\", \"quantity\": \"\"},\n{\"title\": \"Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)\", \"asin\": \"B0DS5DLPXH\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B002GHC19I\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Crocs Unisex Adult Classic Clog\", \"asin\": \"B0014BYHJE\", \"price\": \"$36.95\", \"quantity\": \"\"},\n{\"title\": \"Crocs Kids' Classic Clog\", \"asin\": \"B09642VSFM\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00D1ARZMC\", \"price\": \"$19.48\", \"quantity\": \"\"},\n{\"title\": \"Gildan Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZMKWVM\", \"price\": \"$18.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom\", \"asin\": \"B0DR9PNXX3\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\", \"asin\": \"B0BZYCJK89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"B0CQVWT2NH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"B00S93EQUK\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HJV7BJ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Rain-X 810165 Latitude 22\\\" & 22\\\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More\", \"asin\": \"B084CT24NM\", \"price\": \"$34.88\", \"quantity\": \"\"},\n{\"title\": \"Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart\", \"asin\": \"B00J00X5YO\", \"price\": \"$24.97\", \"quantity\": \"\"},\n{\"title\": \"USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\\\"x12.5\\\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth\", \"asin\": \"B08BRJHJF9\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)\", \"asin\": \"B079SQJCB4\", \"price\": \"$12.22\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)\", \"asin\": \"B0CP4KCP54\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines\", \"asin\": \"B0CKQL9FKS\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines\", \"asin\": \"B0C6G7WVP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm\", \"asin\": \"B0CNW28FSV\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials\", \"asin\": \"B0DYPB53V7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Mighty Patch\\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)\", \"asin\": \"B074PVTPBW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)\", \"asin\": \"B01CE5P5HG\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"B0BWX39R5W\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 1 camera system\", \"asin\": \"ee9894a6\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni\", \"asin\": \"B08CKHPP52\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi\", \"asin\": \"19e03689\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:11:11.786Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.40", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)", "asin": "B0BWHZJHPL", "price": "$84.99", "quantity": ""},
{"title": "Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV", "asin": "B0BXXKFJK2", "price": "$69.98", "quantity": ""},
{"title": "EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)", "asin": "B0C32SGKMJ", "price": "$189.99", "quantity": ""},
{"title": "Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium", "asin": "B07JBJWP2W", "price": "$84.00", "quantity": ""},
{"title": "Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)", "asin": "B0DS5DLPXH", "price": "$55.99", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)", "asin": "B002GHC19I", "price": "$14.99", "quantity": ""},
{"title": "Crocs Unisex Adult Classic Clog", "asin": "B0014BYHJE", "price": "$36.95", "quantity": ""},
{"title": "Crocs Kids' Classic Clog", "asin": "B09642VSFM", "price": "$24.98", "quantity": ""},
{"title": "Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B00D1ARZMC", "price": "$19.48", "quantity": ""},
{"title": "Gildan Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B077ZMKWVM", "price": "$18.97", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom", "asin": "B0DR9PNXX3", "price": "$35.00", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)", "asin": "B0BZYCJK89", "price": "$27.99", "quantity": ""},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""},
{"title": "HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand", "asin": "B0CQVWT2NH", "price": "$39.99", "quantity": ""},
{"title": "Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day", "asin": "B00S93EQUK", "price": "$16.98", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit", "asin": "B0C1HJV7BJ", "price": "$12.95", "quantity": ""},
{"title": "Rain-X 810165 Latitude 22\" & 22\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More", "asin": "B084CT24NM", "price": "$34.88", "quantity": ""},
{"title": "Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart", "asin": "B00J00X5YO", "price": "$24.97", "quantity": ""},
{"title": "USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\"x12.5\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth", "asin": "B08BRJHJF9", "price": "$8.98", "quantity": ""},
{"title": "Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)", "asin": "B079SQJCB4", "price": "$12.22", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)", "asin": "B0CP4KCP54", "price": "$14.97", "quantity": ""},
{"title": "THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines", "asin": "B0CKQL9FKS", "price": "$12.99", "quantity": ""},
{"title": "THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines", "asin": "B0C6G7WVP8", "price": "$14.99", "quantity": ""},
{"title": "Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm", "asin": "B0CNW28FSV", "price": "$5.99", "quantity": ""},
{"title": "THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials", "asin": "B0DYPB53V7", "price": "$15.99", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Mighty Patch\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)", "asin": "B074PVTPBW", "price": "$12.99", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$8.98", "quantity": ""},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.97", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)", "asin": "B01CE5P5HG", "price": "$12.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "ee9894a6", "price": "$19.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "ee9894a6", "price": "$34.99", "quantity": ""},
{"title": "Ring Indoor Cam (newest model) \u2014 Home or business security in 1080p HD video, White", "asin": "0a301bc1", "price": "$34.99", "quantity": ""},
{"title": "Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk", "asin": "0a301bc1", "price": "$99.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (Black)", "asin": "B0BWX39R5W", "price": "$19.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 1 camera system", "asin": "ee9894a6", "price": "$49.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 5 camera system", "asin": "73072bfe", "price": "$199.99", "quantity": ""},
{"title": "Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni", "asin": "B08CKHPP52", "price": "", "quantity": ""},
{"title": "WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi", "asin": "19e03689", "price": "", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "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": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T21:11:11.786Z", // 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>
|
2025-04-20T21:11:11.786Z
|
click
|
other
|
rule
|
2025-04-20T21:11:11.786Z
|
click
|
other
|
train
| 1,018 |
2025-04-20T21:11:11.786Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.40", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)", "asin": "B0BWHZJHPL", "price": "$84.99", "quantity": ""},
{"title": "Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV", "asin": "B0BXXKFJK2", "price": "$69.98", "quantity": ""},
{"title": "EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)", "asin": "B0C32SGKMJ", "price": "$189.99", "quantity": ""},
{"title": "Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium", "asin": "B07JBJWP2W", "price": "$84.00", "quantity": ""},
{"title": "Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)", "asin": "B0DS5DLPXH", "price": "$55.99", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)", "asin": "B002GHC19I", "price": "$14.99", "quantity": ""},
{"title": "Crocs Unisex Adult Classic Clog", "asin": "B0014BYHJE", "price": "$36.95", "quantity": ""},
{"title": "Crocs Kids' Classic Clog", "asin": "B09642VSFM", "price": "$24.98", "quantity": ""},
{"title": "Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B00D1ARZMC", "price": "$19.48", "quantity": ""},
{"title": "Gildan Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B077ZMKWVM", "price": "$18.97", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom", "asin": "B0DR9PNXX3", "price": "$35.00", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)", "asin": "B0BZYCJK89", "price": "$27.99", "quantity": ""},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""},
{"title": "HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand", "asin": "B0CQVWT2NH", "price": "$39.99", "quantity": ""},
{"title": "Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day", "asin": "B00S93EQUK", "price": "$16.98", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit", "asin": "B0C1HJV7BJ", "price": "$12.95", "quantity": ""},
{"title": "Rain-X 810165 Latitude 22\" & 22\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More", "asin": "B084CT24NM", "price": "$34.88", "quantity": ""},
{"title": "Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart", "asin": "B00J00X5YO", "price": "$24.97", "quantity": ""},
{"title": "USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\"x12.5\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth", "asin": "B08BRJHJF9", "price": "$8.98", "quantity": ""},
{"title": "Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)", "asin": "B079SQJCB4", "price": "$12.22", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)", "asin": "B0CP4KCP54", "price": "$14.97", "quantity": ""},
{"title": "THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines", "asin": "B0CKQL9FKS", "price": "$12.99", "quantity": ""},
{"title": "THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines", "asin": "B0C6G7WVP8", "price": "$14.99", "quantity": ""},
{"title": "Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm", "asin": "B0CNW28FSV", "price": "$5.99", "quantity": ""},
{"title": "THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials", "asin": "B0DYPB53V7", "price": "$15.99", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Mighty Patch\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)", "asin": "B074PVTPBW", "price": "$12.99", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$8.98", "quantity": ""},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.97", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)", "asin": "B01CE5P5HG", "price": "$12.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "ee9894a6", "price": "$19.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "ee9894a6", "price": "$34.99", "quantity": ""},
{"title": "Ring Indoor Cam (newest model) \u2014 Home or business security in 1080p HD video, White", "asin": "0a301bc1", "price": "$34.99", "quantity": ""},
{"title": "Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk", "asin": "0a301bc1", "price": "$99.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (Black)", "asin": "B0BWX39R5W", "price": "$19.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 1 camera system", "asin": "ee9894a6", "price": "$49.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 5 camera system", "asin": "73072bfe", "price": "$199.99", "quantity": ""},
{"title": "Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni", "asin": "B08CKHPP52", "price": "", "quantity": ""},
{"title": "WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi", "asin": "19e03689", "price": "", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "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": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T21:11:11.786Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LNW3CY2\", \"price\": \"$287.67\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)\", \"asin\": \"B08PP5MSVB\", \"price\": \"$204.98\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B0BN72FYFG\", \"price\": \"$345.51\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08264XHCZ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B08PPDJWC8\", \"price\": \"$180.00\", \"quantity\": \"\"},\n{\"title\": \"PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)\", \"asin\": \"B09S6TSCJ3\", \"price\": \"$69.98\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods 2 with Charging Case - White (Renewed)\", \"asin\": \"B07SKLLYTW\", \"price\": \"$83.12\", \"quantity\": \"\"},\n{\"title\": \"Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)\", \"asin\": \"B083M6YZKT\", \"price\": \"$116.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\", \"asin\": \"B07D3DDJ4L\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)\", \"asin\": \"B09LP77GDL\", \"price\": \"$375.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 11, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07ZPKN6YR\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)\", \"asin\": \"B0B844T634\", \"price\": \"$110.00\", \"quantity\": \"\"},\n{\"title\": \"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)\", \"asin\": \"B0D3KKP8GL\", \"price\": \"$114.95\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B088NQXD8T\", \"price\": \"$102.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)\", \"asin\": \"B0BN96CCM6\", \"price\": \"$528.35\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08KWJW3DV\", \"price\": \"$147.81\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)\", \"asin\": \"B09LPDM924\", \"price\": \"$460.00\", \"quantity\": \"\"},\n{\"title\": \"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)\", \"asin\": \"B0125JFATY\", \"price\": \"$40.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)\", \"asin\": \"B0BGQKY8S9\", \"price\": \"$369.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LKTXKXQ\", \"price\": \"$268.80\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)\", \"asin\": \"B09HK12K5M\", \"price\": \"$214.60\", \"quantity\": \"\"},\n{\"title\": \"SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)\", \"asin\": \"B0CR7858WN\", \"price\": \"$124.97\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 15, 128GB, Black - Unlocked (Renewed)\", \"asin\": \"B0CMPMY9ZZ\", \"price\": \"$499.79\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)\", \"asin\": \"B0CMZD7VCV\", \"price\": \"$769.95\", \"quantity\": \"\"},\n{\"title\": \"Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)\", \"asin\": \"B0CL3P2YHF\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)\", \"asin\": \"B08PMYLKVF\", \"price\": \"$295.00\", \"quantity\": \"\"},\n{\"title\": \"Apple iPhone XR, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07P6Y7954\", \"price\": \"$157.41\", \"quantity\": \"\"},\n{\"title\": \"Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)\", \"asin\": \"B08L1VD7K9\", \"price\": \"$195.00\", \"quantity\": \"\"},\n{\"title\": \"Beats Studio3 Wireless Headphones - Matte Black (Renewed)\", \"asin\": \"B079TLV1WW\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)\", \"asin\": \"B09PQ7C8Z3\", \"price\": \"$154.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:11:22.473Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)", "asin": "B09LNW3CY2", "price": "$287.67", "quantity": ""},
{"title": "Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)", "asin": "B08PP5MSVB", "price": "$204.98", "quantity": ""},
{"title": "Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)", "asin": "B0BN72FYFG", "price": "$345.51", "quantity": ""},
{"title": "Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)", "asin": "B08264XHCZ", "price": "$124.99", "quantity": ""},
{"title": "Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)", "asin": "B08PPDJWC8", "price": "$180.00", "quantity": ""},
{"title": "PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)", "asin": "B09S6TSCJ3", "price": "$69.98", "quantity": ""},
{"title": "Apple AirPods 2 with Charging Case - White (Renewed)", "asin": "B07SKLLYTW", "price": "$83.12", "quantity": ""},
{"title": "Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)", "asin": "B083M6YZKT", "price": "$116.00", "quantity": ""},
{"title": "Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)", "asin": "B07D3DDJ4L", "price": "$99.99", "quantity": ""},
{"title": "Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)", "asin": "B09LP77GDL", "price": "$375.00", "quantity": ""},
{"title": "Apple iPhone 11, 64GB, Black - Unlocked (Renewed)", "asin": "B07ZPKN6YR", "price": "$179.00", "quantity": ""},
{"title": "Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)", "asin": "B0B844T634", "price": "$110.00", "quantity": ""},
{"title": "Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)", "asin": "B0D3KKP8GL", "price": "$114.95", "quantity": ""},
{"title": "Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)", "asin": "B088NQXD8T", "price": "$102.00", "quantity": ""},
{"title": "Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)", "asin": "B0BN96CCM6", "price": "$528.35", "quantity": ""},
{"title": "Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)", "asin": "B08KWJW3DV", "price": "$147.81", "quantity": ""},
{"title": "Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)", "asin": "B09LPDM924", "price": "$460.00", "quantity": ""},
{"title": "DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)", "asin": "B0125JFATY", "price": "$40.00", "quantity": ""},
{"title": "Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)", "asin": "B0BGQKY8S9", "price": "$369.99", "quantity": ""},
{"title": "Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)", "asin": "B09LKTXKXQ", "price": "$268.80", "quantity": ""},
{"title": "Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)", "asin": "B09HK12K5M", "price": "$214.60", "quantity": ""},
{"title": "SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)", "asin": "B0CR7858WN", "price": "$124.97", "quantity": ""},
{"title": "Apple iPhone 15, 128GB, Black - Unlocked (Renewed)", "asin": "B0CMPMY9ZZ", "price": "$499.79", "quantity": ""},
{"title": "Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)", "asin": "B0CMZD7VCV", "price": "$769.95", "quantity": ""},
{"title": "Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)", "asin": "B0CL3P2YHF", "price": "$169.99", "quantity": ""},
{"title": "Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)", "asin": "B08PMYLKVF", "price": "$295.00", "quantity": ""},
{"title": "Apple iPhone XR, 64GB, Black - Unlocked (Renewed)", "asin": "B07P6Y7954", "price": "$157.41", "quantity": ""},
{"title": "Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)", "asin": "B08L1VD7K9", "price": "$195.00", "quantity": ""},
{"title": "Beats Studio3 Wireless Headphones - Matte Black (Renewed)", "asin": "B079TLV1WW", "price": "$109.99", "quantity": ""},
{"title": "Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)", "asin": "B09PQ7C8Z3", "price": "$154.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T21:11:22.473Z", // 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>
|
2025-04-20T21:11:22.473Z
|
input
|
t450
|
rule
|
2025-04-20T21:11:22.473Z
|
input
|
t450
|
train
| 1,019 |
2025-04-20T21:11:22.473Z
|
input
|
t450
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
<|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": "Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)", "asin": "B09LNW3CY2", "price": "$287.67", "quantity": ""},
{"title": "Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)", "asin": "B08PP5MSVB", "price": "$204.98", "quantity": ""},
{"title": "Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)", "asin": "B0BN72FYFG", "price": "$345.51", "quantity": ""},
{"title": "Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)", "asin": "B08264XHCZ", "price": "$124.99", "quantity": ""},
{"title": "Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)", "asin": "B08PPDJWC8", "price": "$180.00", "quantity": ""},
{"title": "PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)", "asin": "B09S6TSCJ3", "price": "$69.98", "quantity": ""},
{"title": "Apple AirPods 2 with Charging Case - White (Renewed)", "asin": "B07SKLLYTW", "price": "$83.12", "quantity": ""},
{"title": "Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)", "asin": "B083M6YZKT", "price": "$116.00", "quantity": ""},
{"title": "Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)", "asin": "B07D3DDJ4L", "price": "$99.99", "quantity": ""},
{"title": "Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)", "asin": "B09LP77GDL", "price": "$375.00", "quantity": ""},
{"title": "Apple iPhone 11, 64GB, Black - Unlocked (Renewed)", "asin": "B07ZPKN6YR", "price": "$179.00", "quantity": ""},
{"title": "Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)", "asin": "B0B844T634", "price": "$110.00", "quantity": ""},
{"title": "Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)", "asin": "B0D3KKP8GL", "price": "$114.95", "quantity": ""},
{"title": "Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)", "asin": "B088NQXD8T", "price": "$102.00", "quantity": ""},
{"title": "Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)", "asin": "B0BN96CCM6", "price": "$528.35", "quantity": ""},
{"title": "Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)", "asin": "B08KWJW3DV", "price": "$147.81", "quantity": ""},
{"title": "Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)", "asin": "B09LPDM924", "price": "$460.00", "quantity": ""},
{"title": "DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)", "asin": "B0125JFATY", "price": "$40.00", "quantity": ""},
{"title": "Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)", "asin": "B0BGQKY8S9", "price": "$369.99", "quantity": ""},
{"title": "Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)", "asin": "B09LKTXKXQ", "price": "$268.80", "quantity": ""},
{"title": "Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)", "asin": "B09HK12K5M", "price": "$214.60", "quantity": ""},
{"title": "SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)", "asin": "B0CR7858WN", "price": "$124.97", "quantity": ""},
{"title": "Apple iPhone 15, 128GB, Black - Unlocked (Renewed)", "asin": "B0CMPMY9ZZ", "price": "$499.79", "quantity": ""},
{"title": "Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)", "asin": "B0CMZD7VCV", "price": "$769.95", "quantity": ""},
{"title": "Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)", "asin": "B0CL3P2YHF", "price": "$169.99", "quantity": ""},
{"title": "Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)", "asin": "B08PMYLKVF", "price": "$295.00", "quantity": ""},
{"title": "Apple iPhone XR, 64GB, Black - Unlocked (Renewed)", "asin": "B07P6Y7954", "price": "$157.41", "quantity": ""},
{"title": "Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)", "asin": "B08L1VD7K9", "price": "$195.00", "quantity": ""},
{"title": "Beats Studio3 Wireless Headphones - Matte Black (Renewed)", "asin": "B079TLV1WW", "price": "$109.99", "quantity": ""},
{"title": "Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)", "asin": "B09PQ7C8Z3", "price": "$154.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-20T21:11:22.473Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"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\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"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 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:44.513Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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|>
<|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 Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"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 available at checkout 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 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": "2025-04-21T14:12:44.513Z", // 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>
|
2025-04-21T14:12:44.513Z
|
click
|
quantity
|
rule
|
2025-04-21T14:12:44.513Z
|
click
|
quantity
|
train
| 1,020 |
2025-04-21T14:12:44.513Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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|>
<|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 Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"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 available at checkout 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 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": "2025-04-21T14:12:44.513Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"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\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}],\n\"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\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:51.758Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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 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": "2025-04-21T14:12:51.758Z", // 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>
|
2025-04-21T14:12:51.758Z
|
click
|
quantity
|
rule
|
2025-04-21T14:12:51.758Z
|
click
|
quantity
|
train
| 1,021 |
2025-04-21T14:12:51.758Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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 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": "2025-04-21T14:12:51.758Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off\", \"asin\": \"B0CMTVGRYN\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"SU-4023B: 1-Gallon Evaporative Humidifier\", \"asin\": \"B0CPQ6J2J1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H\", \"asin\": \"B0DLGDRRXY\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \\u2013 Medium Humidifier for Home, Bedroom, or Dorm - White\", \"asin\": \"B0CPYM9TBT\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)\", \"asin\": \"/promo/A2HS95V5A4UIRZ\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers\", \"asin\": \"B0BFQNSK7K\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"B0C2C9NHZW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues\", \"asin\": \"B0DRVN2SXF\", \"price\": \"$87.00\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode\", \"asin\": \"B0CGR1N9T6\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black\", \"asin\": \"B00375C918\", \"price\": \"$158.45\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom\", \"asin\": \"B0DMNJRKX7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office\", \"asin\": \"B0DHCYMF6Y\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off\", \"asin\": \"B00WAC9VKQ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n{\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)\", \"asin\": \"/promo/A2Z2DV7Q3Y0UTW\", \"price\": \"$54.39\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B06XYQ8J4W\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09K25DC2Q\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07CTMBTFN\", \"price\": \"$21.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B00DP1AZLU\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:15.923Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off", "asin": "B0CMTVGRYN", "price": "$139.99", "quantity": ""},
{"title": "SU-4023B: 1-Gallon Evaporative Humidifier", "asin": "B0CPQ6J2J1", "price": "$39.99", "quantity": ""},
{"title": "LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H", "asin": "B0DLGDRRXY", "price": "$189.99", "quantity": ""},
{"title": "HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \u2013 Medium Humidifier for Home, Bedroom, or Dorm - White", "asin": "B0CPYM9TBT", "price": "$79.99", "quantity": ""},
{"title": "MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)", "asin": "/promo/A2HS95V5A4UIRZ", "price": "$72.99", "quantity": ""},
{"title": "ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers", "asin": "B0BFQNSK7K", "price": "$22.99", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "B0C2C9NHZW", "price": "$39.99", "quantity": ""},
{"title": "KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues", "asin": "B0DRVN2SXF", "price": "$87.00", "quantity": ""},
{"title": "LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode", "asin": "B0CGR1N9T6", "price": "$249.99", "quantity": ""},
{"title": "Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black", "asin": "B00375C918", "price": "$158.45", "quantity": ""},
{"title": "VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom", "asin": "B0DMNJRKX7", "price": "$89.99", "quantity": ""},
{"title": "Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office", "asin": "B0DHCYMF6Y", "price": "$89.99", "quantity": ""},
{"title": "AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off", "asin": "B00WAC9VKQ", "price": "$124.99", "quantity": ""},
{"title": "VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)", "asin": "/promo/A2Z2DV7Q3Y0UTW", "price": "$54.39", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0F2DFCDR7", "price": "$34.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B06XYQ8J4W", "price": "$48.99", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B09K25DC2Q", "price": "$50.99", "quantity": ""},
{"title": "", "asin": "B07CTMBTFN", "price": "$21.97", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "", "asin": "B00DP1AZLU", "price": "$51.99", "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": "KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo", "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": ""}],
"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 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": "2025-04-21T19:14:15.923Z", // 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>
|
2025-04-21T19:14:15.923Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:14:15.923Z
|
click
|
suggested_term
|
train
| 1,022 |
2025-04-21T19:14:15.923Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off", "asin": "B0CMTVGRYN", "price": "$139.99", "quantity": ""},
{"title": "SU-4023B: 1-Gallon Evaporative Humidifier", "asin": "B0CPQ6J2J1", "price": "$39.99", "quantity": ""},
{"title": "LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H", "asin": "B0DLGDRRXY", "price": "$189.99", "quantity": ""},
{"title": "HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \u2013 Medium Humidifier for Home, Bedroom, or Dorm - White", "asin": "B0CPYM9TBT", "price": "$79.99", "quantity": ""},
{"title": "MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)", "asin": "/promo/A2HS95V5A4UIRZ", "price": "$72.99", "quantity": ""},
{"title": "ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers", "asin": "B0BFQNSK7K", "price": "$22.99", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "B0C2C9NHZW", "price": "$39.99", "quantity": ""},
{"title": "KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues", "asin": "B0DRVN2SXF", "price": "$87.00", "quantity": ""},
{"title": "LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode", "asin": "B0CGR1N9T6", "price": "$249.99", "quantity": ""},
{"title": "Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black", "asin": "B00375C918", "price": "$158.45", "quantity": ""},
{"title": "VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom", "asin": "B0DMNJRKX7", "price": "$89.99", "quantity": ""},
{"title": "Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office", "asin": "B0DHCYMF6Y", "price": "$89.99", "quantity": ""},
{"title": "AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off", "asin": "B00WAC9VKQ", "price": "$124.99", "quantity": ""},
{"title": "VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)", "asin": "/promo/A2Z2DV7Q3Y0UTW", "price": "$54.39", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0F2DFCDR7", "price": "$34.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B06XYQ8J4W", "price": "$48.99", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B09K25DC2Q", "price": "$50.99", "quantity": ""},
{"title": "", "asin": "B07CTMBTFN", "price": "$21.97", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "", "asin": "B00DP1AZLU", "price": "$51.99", "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": "KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo", "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": ""}],
"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 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": "2025-04-21T19:14:15.923Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CDQFVY1J\"},\n{\"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0D1LGTTS6\"},\n{\"title\": \"Go to detail page for \\\"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.\\\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.\", \"asin\": \"B0BNP56GKH\"}],\n\"search_results\": [{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"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\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon.\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1\"},\n{\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 28 - 29\"},\n{\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 7 left in stock - order soon.\"},\n{\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 30 - May 1Only 5 left in stock - order soon.\"},\n{\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon.\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"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\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"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\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\\uff0cCompatible for Philips Guards and Combs Set\", \"asin\": \"B0DR35NP62\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n{\"title\": \"4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F1F5YV5M\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0DY75NNXT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0CYBR1TDN\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 12 left in stock - order soon.\"},\n{\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon.\"},\n{\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM Only 18 left in stock - order soon.\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.49\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DYNQNXGL\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery May 1 - 2\"},\n{\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.27\", \"delivery\": \"FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28\"},\n{\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon.\"},\n{\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DY76GVP5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n{\"title\": \"14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment\", \"asin\": \"B0DPHR4PLP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V\", \"asin\": \"B087FW62SM\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel\", \"asin\": \"B0D22RF1ZC\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:25.158Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
<|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": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$31.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"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", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon."},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1"},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 28 - 29"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 29 Only 7 left in stock - order soon."},
{"title": "3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861", "asin": "B0D7C3FSMK", "price": "$18.00", "delivery": "FREE delivery Apr 30 - May 1Only 5 left in stock - order soon."},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"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", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"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", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\uff0cCompatible for Philips Guards and Combs Set", "asin": "B0DR35NP62", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon."},
{"title": "4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F1F5YV5M", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon."},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer", "asin": "B0DY75NNXT", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer", "asin": "B0CYBR1TDN", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Thu, May 1 Only 12 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon."},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM Only 18 left in stock - order soon."},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.49", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DYNQNXGL", "price": "$16.99", "delivery": "FREE delivery May 1 - 2"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.27", "delivery": "FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon."},
{"title": "2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DY76GVP5", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment", "asin": "B0DPHR4PLP", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V", "asin": "B087FW62SM", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel", "asin": "B0D22RF1ZC", "price": "$8.49", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:14:25.158Z", // 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>
|
2025-04-21T19:14:25.158Z
|
click_product
|
B0C2J8XTYY
|
rule
|
2025-04-21T19:14:25.158Z
|
click_product
|
B0C2J8XTYY
|
train
| 1,023 |
2025-04-21T19:14:25.158Z
|
click_product
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
<|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": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.", "asin": "B0CDQFVY1J"},
{"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.", "asin": "B0D1LGTTS6"},
{"title": "Go to detail page for \"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.\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.", "asin": "B0BNP56GKH"}],
"search_results": [{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$31.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"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", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon."},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1"},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 28 - 29"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 29 Only 7 left in stock - order soon."},
{"title": "3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861", "asin": "B0D7C3FSMK", "price": "$18.00", "delivery": "FREE delivery Apr 30 - May 1Only 5 left in stock - order soon."},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"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", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"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", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\uff0cCompatible for Philips Guards and Combs Set", "asin": "B0DR35NP62", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon."},
{"title": "4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F1F5YV5M", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon."},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer", "asin": "B0DY75NNXT", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer", "asin": "B0CYBR1TDN", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Thu, May 1 Only 12 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon."},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM Only 18 left in stock - order soon."},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.49", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DYNQNXGL", "price": "$16.99", "delivery": "FREE delivery May 1 - 2"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.27", "delivery": "FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon."},
{"title": "2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DY76GVP5", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment", "asin": "B0DPHR4PLP", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V", "asin": "B087FW62SM", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel", "asin": "B0D22RF1ZC", "price": "$8.49", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:14:25.158Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"one blade replacement heads qp2630\"}],\n\"cart_items\": [{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0C2J8XTYY\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"},\n{\"price\": \"$31.99\"},\n{\"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}],\n\"promotion_items\": [{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n{\"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\"},\n{\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n{\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:40.358Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|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": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$31.99"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...", "asin": "B0DPKXK5P5", "price": "$16.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...", "asin": "B0DPKXK5P5", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$31.99"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-21T19:14:40.358Z", // 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>
|
2025-04-21T19:14:40.358Z
|
click
|
other
|
rule
|
2025-04-21T19:14:40.358Z
|
click
|
other
|
train
| 1,024 |
2025-04-21T19:14:40.358Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|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": "one blade replacement heads qp2630"}],
"cart_items": [{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0C2J8XTYY"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"},
{"price": "$31.99"},
{"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "Pack of 3 /Face Body Kit"}],
"promotion_items": [{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...", "asin": "B0DPKXK5P5", "price": "$16.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...", "asin": "B0DPKXK5P5", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "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": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""}],
"comparison_items": [{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$31.99"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"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"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}]
<|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": "2025-04-21T19:14:40.358Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:45.985Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
<|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": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:16:45.985Z", // 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>
|
2025-04-21T19:16:45.985Z
|
click
|
search
|
rule
|
2025-04-21T19:16:45.985Z
|
click
|
search
|
train
| 1,025 |
2025-04-21T19:16:45.985Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
<|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": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:16:45.985Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"a\"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n{\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"$49.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.069Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "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": "a"}],
"promotion_items": [{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"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": "Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.", "asin": "B011SDXGYE", "price": "$15.99", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06", "asin": "B09B18SW3Y", "price": "$7.96", "quantity": ""},
{"title": "Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave", "asin": "B09VB9CWN9", "price": "$16.12", "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": "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": "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": "$49.96", "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": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:16:49.069Z", // 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>
|
2025-04-21T19:16:49.069Z
|
input
|
auto card
|
rule
|
2025-04-21T19:16:49.069Z
|
input
|
auto card
|
train
| 1,026 |
2025-04-21T19:16:49.069Z
|
input
|
auto card
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "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": "a"}],
"promotion_items": [{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"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": "Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.", "asin": "B011SDXGYE", "price": "$15.99", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06", "asin": "B09B18SW3Y", "price": "$7.96", "quantity": ""},
{"title": "Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave", "asin": "B09VB9CWN9", "price": "$16.12", "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": "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": "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": "$49.96", "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": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:16:49.069Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card \"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n{\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"\"},\n{\"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\": \"$49.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.079Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
<|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": "auto card "}],
"promotion_items": [{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"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": "Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.", "asin": "B011SDXGYE", "price": "$15.99", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06", "asin": "B09B18SW3Y", "price": "$7.96", "quantity": ""},
{"title": "Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave", "asin": "B09VB9CWN9", "price": "$16.12", "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": "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": "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": "$49.96", "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": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:16:49.079Z", // 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>
|
2025-04-21T19:16:49.079Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:16:49.079Z
|
click
|
suggested_term
|
train
| 1,027 |
2025-04-21T19:16:49.079Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
<|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": "auto card "}],
"promotion_items": [{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"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": "Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.", "asin": "B011SDXGYE", "price": "$15.99", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06", "asin": "B09B18SW3Y", "price": "$7.96", "quantity": ""},
{"title": "Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave", "asin": "B09VB9CWN9", "price": "$16.12", "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": "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": "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": "$49.96", "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": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""}],
"active_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:16:49.079Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)\", \"asin\": \"B0DPM2LL94\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers\", \"asin\": \"B0DHDCYXPZ\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:20.340Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
<|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": "auto card shuffler"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0DS5X688R", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)", "asin": "B0DPM2LL94", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."}]
<|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": "2025-04-21T19:17:20.340Z", // 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>
|
2025-04-21T19:17:20.340Z
|
click
|
search
|
rule
|
2025-04-21T19:17:20.340Z
|
click
|
search
|
train
| 1,028 |
2025-04-21T19:17:20.340Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
<|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": "auto card shuffler"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0DS5X688R", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)", "asin": "B0DPM2LL94", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."}]
<|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": "2025-04-21T19:17:20.340Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)\", \"asin\": \"B0DPM2LL94\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers\", \"asin\": \"B0DHDCYXPZ\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:22.515Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0DS5X688R", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)", "asin": "B0DPM2LL94", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."}]
<|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": "2025-04-21T19:17:22.515Z", // 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>
|
2025-04-21T19:17:22.515Z
|
click
|
search
|
rule
|
2025-04-21T19:17:22.515Z
|
click
|
search
|
train
| 1,029 |
2025-04-21T19:17:22.515Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0DS5X688R", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Auto Post-Shuffle Deal, Consecutive/Random Dealing, for Poker, Blackjack, UNO, Phase 10, Five Crowns (White1)", "asin": "B0DPM2LL94", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."}]
<|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": "2025-04-21T19:17:22.515Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 \", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\"}],\n\"search_results\": [{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:28.614Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em ", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) ", "asin": "B0DF7KXF87", "price": "$139.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 ", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF"}],
"search_results": [{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)", "asin": "B0DJVF83WC", "price": "$40.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS63SV5L", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYFFYP2", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards", "asin": "B0DC6LR6RF", "price": "$69.99", "delivery": "$10 delivery Apr 24 - 28"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards", "asin": "B0D22P6JBQ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}]
<|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": "2025-04-21T19:17:28.614Z", // 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>
|
2025-04-21T19:17:28.614Z
|
click_product
|
B09Q69K331
|
rule
|
2025-04-21T19:17:28.614Z
|
click_product
|
B09Q69K331
|
train
| 1,030 |
2025-04-21T19:17:28.614Z
|
click_product
|
B09Q69K331
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em ", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) ", "asin": "B0DF7KXF87", "price": "$139.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 ", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF"}],
"search_results": [{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)", "asin": "B0DJVF83WC", "price": "$40.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS63SV5L", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYFFYP2", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards", "asin": "B0DC6LR6RF", "price": "$69.99", "delivery": "$10 delivery Apr 24 - 28"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards", "asin": "B0D22P6JBQ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}]
<|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": "2025-04-21T19:17:28.614Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-2 Decks\"}],\n\"promotion_items\": [{\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n{\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n{\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:36.373Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-2 Decks"}],
"promotion_items": [{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:17:36.373Z", // 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>
|
2025-04-21T19:17:36.373Z
|
click
|
review
|
rule
|
2025-04-21T19:17:36.373Z
|
click
|
review
|
train
| 1,031 |
2025-04-21T19:17:36.373Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-2 Decks"}],
"promotion_items": [{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:17:36.373Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-2 Decks\"}],\n\"promotion_items\": [{\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n{\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n{\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:15.120Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-2 Decks"}],
"promotion_items": [{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:18:15.120Z", // 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>
|
2025-04-21T19:18:15.120Z
|
click
|
review
|
rule
|
2025-04-21T19:18:15.120Z
|
click
|
review
|
train
| 1,032 |
2025-04-21T19:18:15.120Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-2 Decks"}],
"promotion_items": [{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:18:15.120Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-4 Decks\"}],\n\"promotion_items\": [{\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n{\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n{\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n{\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n{\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:19.372Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-4 Decks"}],
"promotion_items": [{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:18:19.372Z", // 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>
|
2025-04-21T19:18:19.372Z
|
click
|
product_option
|
rule
|
2025-04-21T19:18:19.372Z
|
click
|
product_option
|
train
| 1,033 |
2025-04-21T19:18:19.372Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-4 Decks"}],
"promotion_items": [{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:18:19.372Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09 \", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games\", \"asin\": \"B0F4WK6N7P\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 12 - 21\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:19:14.720Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em ", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) ", "asin": "B0DF7KXF87", "price": "$139.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09 ", "asin": "B0D5V855G6", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games", "asin": "B0F4WK6N7P", "price": "$29.99", "delivery": "FREE delivery May 12 - 21"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)", "asin": "B0DJVF83WC", "price": "$40.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS63SV5L", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYFFYP2", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards", "asin": "B0DC6LR6RF", "price": "$69.99", "delivery": "$10 delivery Apr 24 - 28"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards", "asin": "B0D22P6JBQ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:19:14.720Z", // 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>
|
2025-04-21T19:19:14.720Z
|
input
|
auto card shuffler any size
|
rule
|
2025-04-21T19:19:14.720Z
|
input
|
auto card shuffler any size
|
train
| 1,034 |
2025-04-21T19:19:14.720Z
|
input
|
auto card shuffler any size
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em ", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) ", "asin": "B0DF7KXF87", "price": "$139.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09 ", "asin": "B0D5V855G6", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games", "asin": "B0F4WK6N7P", "price": "$29.99", "delivery": "FREE delivery May 12 - 21"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)", "asin": "B0DJVF83WC", "price": "$40.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS63SV5L", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYFFYP2", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards", "asin": "B0DC6LR6RF", "price": "$69.99", "delivery": "$10 delivery Apr 24 - 28"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards", "asin": "B0D22P6JBQ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:19:14.720Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Q69K331\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"},\n{\"price\": \"$11.99\"},\n{\"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"1-2 Decks\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...\", \"asin\": \"B0DL5SHMHV\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGMPZD8\", \"price\": \"$19.19\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:34.050Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-2 Decks"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...", "asin": "B0DL5SHMHV", "price": "$19.90", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGMPZD8", "price": "$19.19", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:34.050Z", // 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>
|
2025-04-21T19:23:34.050Z
|
purchase
|
B09Q69K331
|
rule
|
2025-04-21T19:23:34.050Z
|
purchase
|
B09Q69K331
|
train
| 1,035 |
2025-04-21T19:23:34.050Z
|
purchase
|
B09Q69K331
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
<|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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Q69K331"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"},
{"price": "$11.99"},
{"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "1-2 Decks"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...", "asin": "B0DL5SHMHV", "price": "$19.90", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGMPZD8", "price": "$19.19", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:34.050Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:56.412Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:56.412Z", // 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>
|
2025-04-21T19:23:56.412Z
|
click
|
search
|
rule
|
2025-04-21T19:23:56.412Z
|
click
|
search
|
train
| 1,036 |
2025-04-21T19:23:56.412Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:56.412Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:56.610Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:56.610Z", // 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>
|
2025-04-21T19:23:56.610Z
|
click
|
search
|
rule
|
2025-04-21T19:23:56.610Z
|
click
|
search
|
train
| 1,037 |
2025-04-21T19:23:56.610Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:56.610Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:57.192Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:57.192Z", // 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>
|
2025-04-21T19:23:57.192Z
|
click
|
search
|
rule
|
2025-04-21T19:23:57.192Z
|
click
|
search
|
train
| 1,038 |
2025-04-21T19:23:57.192Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:57.192Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:57.361Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:57.361Z", // 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>
|
2025-04-21T19:23:57.361Z
|
click
|
search
|
rule
|
2025-04-21T19:23:57.361Z
|
click
|
search
|
train
| 1,039 |
2025-04-21T19:23:57.361Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:57.361Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"auto card shuffler any size\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:57.539Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:57.539Z", // 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>
|
2025-04-21T19:23:57.539Z
|
click
|
search
|
rule
|
2025-04-21T19:23:57.539Z
|
click
|
search
|
train
| 1,040 |
2025-04-21T19:23:57.539Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "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": "auto card shuffler any size"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:23:57.539Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"rail roads small cards\"}],\n\"cart_items\": [{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DM2DY38W\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\"},\n{\"price\": \"$29.99\"},\n{\"bullet_list\": \"\\u3010High-Speed Low Noise Motor\\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \\u3010Built-in 2000mAh Rechargeable Battery\\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \\u301040% Reduction in Noise with Enhanced Cushion Design\\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \\u301030\\u00b0 Angled Card Slot Design\\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \\u3010Returns/Replacement Service & Bulk Order\\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Color\": \"Orange\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...\", \"asin\": \"B0D5V9YVBV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:02.459Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "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": "rail roads small cards"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:24:02.459Z", // 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>
|
2025-04-21T19:24:02.459Z
|
click
|
search
|
rule
|
2025-04-21T19:24:02.459Z
|
click
|
search
|
train
| 1,041 |
2025-04-21T19:24:02.459Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "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": "rail roads small cards"}],
"cart_items": [{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DM2DY38W"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack"},
{"price": "$29.99"},
{"bullet_list": "\u3010High-Speed Low Noise Motor\u3011 The card shuffler features a new high-efficiency low noise motor, operating at 10,000 RPM, With a powerful belt-driven system, it runs more stably and quietly, capable of shuffling 2 decks in just 2 seconds. This ensures less disruption and more enjoyment for card game enthusiasts! \u3010Built-in 2000mAh Rechargeable Battery\u3011 Equipped with a built-in 2000mAh rechargeable battery. Enjoy playing any card game anytime, anywhere with over 2500 times of use. If the battery runs out, you can also play while charging via USB, ensuring uninterrupted play. \u301040% Reduction in Noise with Enhanced Cushion Design\u3011Our electronic card shuffler boasts a high-quality motor and integrated sound-absorbing cushion made from durable, resilient materials. This innovative design significantly reduces noise, improves shuffle smoothness, and minimizes card jamming. Ensuring rapid, seamless, uniform, and precise shuffling, it's the ultimate choice for card game \u301030\u00b0 Angled Card Slot Design\u3011 Ensures smooth shuffling without card jams or card leaks, making it suitable for any card game including UNO, poker, Texas Hold'em, and blackjack. Perfect for both professional and beginner card dealers. \u3010Returns/Replacement Service & Bulk Order\u3011We offer a 180-day no-questions-asked replacement or refund service for all our customers! Please don't hesitate to contact us with any questions or concerns you may have. If you need to buy in bulk, please contact us directly through Amazon, and we will be sure to offer a price that will satisfy you."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Color": "Orange"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine ...", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable L...", "asin": "B0DGX3SWQ9", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Port...", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mod...", "asin": "B0DJQCTQWH", "price": "$35.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-4Deck,USB/Battery Operated Electric Shuffler, Lower...", "asin": "B0D5V9YVBV", "price": "$35.99", "quantity": ""},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuf...", "asin": "B0DLWGYZ5R", "price": "$21.17", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manu...", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portabl...", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:24:02.459Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"rail roads small cards\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\", \"asin\": \"B09J4MLB96\"},\n{\"title\": \"Go to detail page for \\\"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\\\" Eligible for Prime.\", \"asin\": \"B0D4ZDHMG2\"},\n{\"title\": \"Go to detail page for \\\"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\", \"asin\": \"B0BNZ88VDV\"}],\n\"search_results\": [{\"title\": \"Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design\", \"asin\": \"B004KZCF0O\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn\", \"asin\": \"B083KDRQ9J\", \"price\": \"$12.99\", \"delivery\": \"$6.43 delivery May 1 - 14 Only 11 left in stock - order soon.\"},\n{\"title\": \"Mini Rails: Road to Eltonburg \\u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes\", \"asin\": \"B0F29YCTKC\", \"price\": \"$35.00\", \"delivery\": \"FREE delivery This item will be released on May 30, 2025.\"},\n{\"title\": \"3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery\", \"asin\": \"B0DBT13ZJV\", \"price\": \"$1.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n{\"title\": \"3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies\", \"asin\": \"B0DKVHSCYG\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n{\"title\": \"3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping\", \"asin\": \"B0DKVMPKQX\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n{\"title\": \"Heritage Playing Cards - History of Transport by Rail\", \"asin\": \"B002BG5E98\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n{\"title\": \"Piatnik 00 1650 Classic Cars Playing Cards\", \"asin\": \"B01AG29C4G\", \"price\": \"$18.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n{\"title\": \"Williams by Bachmann E-Z Street 16\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMXW\", \"price\": \"$27.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n{\"title\": \"E-Z Street 2.5\\\" Curve To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNAY\", \"price\": \"$29.27\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 2 left in stock - order soon.\"},\n{\"title\": \"Williams by Bachmann E-Z Street 2.5\\\" Straight To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN68\", \"price\": \"$24.13\", \"delivery\": \"FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon.\"},\n{\"title\": \"E-Z Street 21\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMZU\", \"price\": \"$21.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n{\"title\": \"Williams by Bachmann E-Z Street 10\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNNG\", \"price\": \"$31.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon.\"},\n{\"title\": \"E-Z Street 2.5\\\" Straight To Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN0O\", \"price\": \"$22.79\", \"delivery\": \"FREE delivery May 5 - 6\"},\n{\"title\": \"E-Z Street 5\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNHW\", \"price\": \"$30.89\", \"delivery\": \"FREE delivery May 5 - 6\"},\n{\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B00P3LG6IQ\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LF47K\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LJU16\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3L5T16\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SIQXO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P4USGB6\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Station Newport, New Hampshire NH Original Antique Postcard\", \"asin\": \"B00PCNJDK8\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMO74\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMT06\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916\", \"asin\": \"B085HDF5KV\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P890S1O\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard\", \"asin\": \"B082GJVNQX\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P3LNG0M\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SJ9AI\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard\", \"asin\": \"B00P9LJTEI\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard\", \"asin\": \"B00P5EY9QW\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Ravensburger Rivers, Roads & Rails - Children's Game\", \"asin\": \"B00001OX05\", \"delivery\": \"\"},\n{\"title\": \"Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PB8YYM6\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard\", \"asin\": \"B0BKYV3SVZ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Frisco Line rail road box car Trains Railroad Original Antique Postcard\", \"asin\": \"B08NZDYCYG\", \"price\": \"$24.99\", \"delivery\": \"$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"New York Central Rail Road Station Oswego NY Original Antique Postcard 1910\", \"asin\": \"B00Q478UB4\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Hospital Sacramento, California CA Original Antique Postcard\", \"asin\": \"B085J32LTH\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard\", \"asin\": \"B01LY8208X\", \"price\": \"$16.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PCNPNNE\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915\", \"asin\": \"B0778JM49V\", \"price\": \"$17.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B0BKYWHJ3Q\", \"price\": \"$14.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard\", \"asin\": \"B00P9L19BO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard\", \"asin\": \"B07FXXX333\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B014QW2GWC\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard\", \"asin\": \"B08Y9199CQ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard\", \"asin\": \"B09XXHD4SK\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085HDVGH2\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085J39ZPT\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n{\"title\": \"Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool\", \"asin\": \"B0CFY3L754\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"L. Frank Baum\\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)\", \"asin\": \"B07HGDCHN7\", \"price\": \"$19.00\", \"delivery\": \"FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:09.850Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "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": "rail roads small cards"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.", "asin": "B09J4MLB96"},
{"title": "Go to detail page for \"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\" Eligible for Prime.", "asin": "B0D4ZDHMG2"},
{"title": "Go to detail page for \"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.", "asin": "B0BNZ88VDV"}],
"search_results": [{"title": "Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design", "asin": "B004KZCF0O", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn", "asin": "B083KDRQ9J", "price": "$12.99", "delivery": "$6.43 delivery May 1 - 14 Only 11 left in stock - order soon."},
{"title": "Mini Rails: Road to Eltonburg \u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes", "asin": "B0F29YCTKC", "price": "$35.00", "delivery": "FREE delivery This item will be released on May 30, 2025."},
{"title": "3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery", "asin": "B0DBT13ZJV", "price": "$1.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies", "asin": "B0DKVHSCYG", "price": "$11.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping", "asin": "B0DKVMPKQX", "price": "$11.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "Heritage Playing Cards - History of Transport by Rail", "asin": "B002BG5E98", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Piatnik 00 1650 Classic Cars Playing Cards", "asin": "B01AG29C4G", "price": "$18.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 16\" Diameter Curved Track 4 Per Card - O Scale", "asin": "B004WUHMXW", "price": "$27.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon."},
{"title": "E-Z Street 2.5\" Curve To Curve Track 4 Per Card - O Scale", "asin": "B004WUHNAY", "price": "$29.27", "delivery": "FREE delivery Apr 25 - 29 Only 2 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 2.5\" Straight To Curve Track 4 Per Card - O Scale", "asin": "B004WUHN68", "price": "$24.13", "delivery": "FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon."},
{"title": "E-Z Street 21\" Diameter Curved Track 4 Per Card - O Scale", "asin": "B004WUHMZU", "price": "$21.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 10\" Straight Track 4 Per Card - O Scale", "asin": "B004WUHNNG", "price": "$31.79", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon."},
{"title": "E-Z Street 2.5\" Straight To Straight Track 4 Per Card - O Scale", "asin": "B004WUHN0O", "price": "$22.79", "delivery": "FREE delivery May 5 - 6"},
{"title": "E-Z Street 5\" Straight Track 4 Per Card - O Scale", "asin": "B004WUHNHW", "price": "$30.89", "delivery": "FREE delivery May 5 - 6"},
{"title": "New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard", "asin": "B00P3LG6IQ", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3LF47K", "price": "$3.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3LJU16", "price": "$3.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3L5T16", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard", "asin": "B00P6SIQXO", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P4USGB6", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station Newport, New Hampshire NH Original Antique Postcard", "asin": "B00PCNJDK8", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P6RMO74", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P6RMT06", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916", "asin": "B085HDF5KV", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P890S1O", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard", "asin": "B082GJVNQX", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P3LNG0M", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard", "asin": "B00P6SJ9AI", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard", "asin": "B00P9LJTEI", "price": "$8.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard", "asin": "B00P5EY9QW", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Ravensburger Rivers, Roads & Rails - Children's Game", "asin": "B00001OX05", "delivery": ""},
{"title": "Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00PB8YYM6", "price": "$8.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard", "asin": "B0BKYV3SVZ", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Frisco Line rail road box car Trains Railroad Original Antique Postcard", "asin": "B08NZDYCYG", "price": "$24.99", "delivery": "$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "New York Central Rail Road Station Oswego NY Original Antique Postcard 1910", "asin": "B00Q478UB4", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Hospital Sacramento, California CA Original Antique Postcard", "asin": "B085J32LTH", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard", "asin": "B01LY8208X", "price": "$16.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00PCNPNNE", "price": "$11.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915", "asin": "B0778JM49V", "price": "$17.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard", "asin": "B0BKYWHJ3Q", "price": "$14.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard", "asin": "B00P9L19BO", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard", "asin": "B07FXXX333", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B014QW2GWC", "price": "$11.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard", "asin": "B08Y9199CQ", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard", "asin": "B09XXHD4SK", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard", "asin": "B085HDVGH2", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard", "asin": "B085J39ZPT", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool", "asin": "B0CFY3L754", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "L. Frank Baum\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)", "asin": "B07HGDCHN7", "price": "$19.00", "delivery": "FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25"}]
<|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": "2025-04-21T19:24:09.850Z", // 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>
|
2025-04-21T19:24:09.850Z
|
click
|
cart_side_bar
|
rule
|
2025-04-21T19:24:09.850Z
|
click
|
cart_side_bar
|
train
| 1,042 |
2025-04-21T19:24:09.850Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "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": "rail roads small cards"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Go to detail page for \"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.", "asin": "B09J4MLB96"},
{"title": "Go to detail page for \"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\" Eligible for Prime.", "asin": "B0D4ZDHMG2"},
{"title": "Go to detail page for \"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.", "asin": "B0BNZ88VDV"}],
"search_results": [{"title": "Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design", "asin": "B004KZCF0O", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn", "asin": "B083KDRQ9J", "price": "$12.99", "delivery": "$6.43 delivery May 1 - 14 Only 11 left in stock - order soon."},
{"title": "Mini Rails: Road to Eltonburg \u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes", "asin": "B0F29YCTKC", "price": "$35.00", "delivery": "FREE delivery This item will be released on May 30, 2025."},
{"title": "3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery", "asin": "B0DBT13ZJV", "price": "$1.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies", "asin": "B0DKVHSCYG", "price": "$11.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping", "asin": "B0DKVMPKQX", "price": "$11.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "Heritage Playing Cards - History of Transport by Rail", "asin": "B002BG5E98", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Piatnik 00 1650 Classic Cars Playing Cards", "asin": "B01AG29C4G", "price": "$18.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 16\" Diameter Curved Track 4 Per Card - O Scale", "asin": "B004WUHMXW", "price": "$27.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon."},
{"title": "E-Z Street 2.5\" Curve To Curve Track 4 Per Card - O Scale", "asin": "B004WUHNAY", "price": "$29.27", "delivery": "FREE delivery Apr 25 - 29 Only 2 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 2.5\" Straight To Curve Track 4 Per Card - O Scale", "asin": "B004WUHN68", "price": "$24.13", "delivery": "FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon."},
{"title": "E-Z Street 21\" Diameter Curved Track 4 Per Card - O Scale", "asin": "B004WUHMZU", "price": "$21.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 10\" Straight Track 4 Per Card - O Scale", "asin": "B004WUHNNG", "price": "$31.79", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon."},
{"title": "E-Z Street 2.5\" Straight To Straight Track 4 Per Card - O Scale", "asin": "B004WUHN0O", "price": "$22.79", "delivery": "FREE delivery May 5 - 6"},
{"title": "E-Z Street 5\" Straight Track 4 Per Card - O Scale", "asin": "B004WUHNHW", "price": "$30.89", "delivery": "FREE delivery May 5 - 6"},
{"title": "New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard", "asin": "B00P3LG6IQ", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3LF47K", "price": "$3.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3LJU16", "price": "$3.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3L5T16", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard", "asin": "B00P6SIQXO", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P4USGB6", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station Newport, New Hampshire NH Original Antique Postcard", "asin": "B00PCNJDK8", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P6RMO74", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P6RMT06", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916", "asin": "B085HDF5KV", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P890S1O", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard", "asin": "B082GJVNQX", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P3LNG0M", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard", "asin": "B00P6SJ9AI", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard", "asin": "B00P9LJTEI", "price": "$8.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard", "asin": "B00P5EY9QW", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Ravensburger Rivers, Roads & Rails - Children's Game", "asin": "B00001OX05", "delivery": ""},
{"title": "Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00PB8YYM6", "price": "$8.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard", "asin": "B0BKYV3SVZ", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Frisco Line rail road box car Trains Railroad Original Antique Postcard", "asin": "B08NZDYCYG", "price": "$24.99", "delivery": "$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "New York Central Rail Road Station Oswego NY Original Antique Postcard 1910", "asin": "B00Q478UB4", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Hospital Sacramento, California CA Original Antique Postcard", "asin": "B085J32LTH", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard", "asin": "B01LY8208X", "price": "$16.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00PCNPNNE", "price": "$11.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915", "asin": "B0778JM49V", "price": "$17.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard", "asin": "B0BKYWHJ3Q", "price": "$14.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard", "asin": "B00P9L19BO", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard", "asin": "B07FXXX333", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B014QW2GWC", "price": "$11.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard", "asin": "B08Y9199CQ", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard", "asin": "B09XXHD4SK", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard", "asin": "B085HDVGH2", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard", "asin": "B085J39ZPT", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool", "asin": "B0CFY3L754", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "L. Frank Baum\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)", "asin": "B07HGDCHN7", "price": "$19.00", "delivery": "FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25"}]
<|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": "2025-04-21T19:24:09.850Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz\", \"asin\": \"B0BQCTF5BW\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\", \"quantity\": \"\"},\n{\"title\": \"Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula\", \"asin\": \"B09321LDK8\", \"price\": \"$10.11\", \"quantity\": \"\"},\n{\"title\": \"Hanz de Fuko Claymation \\u2013 Premium Men\\u2019s Hair Styling Clay \\u2013 Super High Hold, Matte Finish \\u2013 2 oz\", \"asin\": \"7178679743\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Gillette SkinGuard Men's Razor Blades, 8 Blade Refills\", \"asin\": \"B07K6N3LCM\", \"price\": \"$27.97\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n{\"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\": \"$49.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"title\": \"Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices\", \"asin\": \"B00000JHQC\", \"price\": \"$8.97\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:21.531Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
<|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 Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"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": "American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz", "asin": "B0BQCTF5BW", "price": "$15.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95", "quantity": ""},
{"title": "Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula", "asin": "B09321LDK8", "price": "$10.11", "quantity": ""},
{"title": "Hanz de Fuko Claymation \u2013 Premium Men\u2019s Hair Styling Clay \u2013 Super High Hold, Matte Finish \u2013 2 oz", "asin": "7178679743", "price": "$24.95", "quantity": ""},
{"title": "Gillette SkinGuard Men's Razor Blades, 8 Blade Refills", "asin": "B07K6N3LCM", "price": "$27.97", "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": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "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": "$49.96", "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": "PlayMonster Five Crowns \u2014 The Game Isn't Over Until the Kings Go Wild! \u2014 5 Suited Rummy-Style Card Game \u2014 For Ages 8+", "asin": "B00000IV35", "price": "$8.79", "quantity": ""},
{"title": "Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices", "asin": "B00000JHQC", "price": "$8.97", "quantity": ""}],
"active_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:24:21.531Z", // 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>
|
2025-04-21T19:24:21.531Z
|
purchase
|
B09Q69K331, B01FFOY006
|
rule
|
2025-04-21T19:24:21.531Z
|
purchase
|
B09Q69K331, B01FFOY006
|
train
| 1,043 |
2025-04-21T19:24:21.531Z
|
purchase
|
B09Q69K331, B01FFOY006
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "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": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
<|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 Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"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": "American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz", "asin": "B0BQCTF5BW", "price": "$15.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95", "quantity": ""},
{"title": "Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula", "asin": "B09321LDK8", "price": "$10.11", "quantity": ""},
{"title": "Hanz de Fuko Claymation \u2013 Premium Men\u2019s Hair Styling Clay \u2013 Super High Hold, Matte Finish \u2013 2 oz", "asin": "7178679743", "price": "$24.95", "quantity": ""},
{"title": "Gillette SkinGuard Men's Razor Blades, 8 Blade Refills", "asin": "B07K6N3LCM", "price": "$27.97", "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": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "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": "$49.96", "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": "PlayMonster Five Crowns \u2014 The Game Isn't Over Until the Kings Go Wild! \u2014 5 Suited Rummy-Style Card Game \u2014 For Ages 8+", "asin": "B00000IV35", "price": "$8.79", "quantity": ""},
{"title": "Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices", "asin": "B00000JHQC", "price": "$8.97", "quantity": ""}],
"active_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:24:21.531Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:26:53.417Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-04-21T19:26:53.417Z", // 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>
|
2025-04-21T19:26:53.417Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:26:53.417Z
|
click
|
suggested_term
|
train
| 1,044 |
2025-04-21T19:26:53.417Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|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": "2025-04-21T19:26:53.417Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"card shuffler 1 deck\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"M1 Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker,Standard Game Cards (Black)\", \"asin\": \"B0DN5HH1NW\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game\", \"asin\": \"B0DFWL1HPB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ESKONI Casino Hand Crank Manual Card Shuffler 1 or 2 Deck Casino Poker Blackjack Bridge UNO\", \"asin\": \"B01JVXRXXI\", \"price\": \"$18.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 4-Deck Automatic Card Shuffler, Battery-Operated Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, UNO Card Games\", \"asin\": \"B0CRDRPYBR\", \"price\": \"$14.98\", \"delivery\": \"FREE delivery May 12 - 26 on $35 of items shipped by Amazon Or fastest delivery May 8 - 21\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Rechargeable for 1-2 Decks, 2000 mAh Built in Battery USB-C Charge, Low Noise Fast Shuffler, Smart Auto Shuffler for UNO Poker Blackjack Skip-Bo Phase 10 Texas Hold'em(Black)\", \"asin\": \"B0DR1DLMCN\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler - Low Noise, One-Press Shuffling, Rechargeable 2000mAh, Portable Electric Shuffler for Poker, UNO, Texas Hold'em, Phase 10 & More\", \"asin\": \"B0DJVG25MC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers\", \"asin\": \"B0DHDCYXPZ\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S SUNSBELL Automatic Card Shuffler Machine - Electronic Casino Poker Card Shuffling, Battery Operated -One/Two Deck Card Shuffle Sorter, Cards Playing Tool Accessories (Silent 1-2 Decks)\", \"asin\": \"B0DCBLMDJV\", \"price\": \"$12.49\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler 1-2 Decks, Automatic Card Shuffler\\uff0cOne-Press AUTO & Manual Mode,Fast & Smooth Shuffling for Uno, Poker,Skip Bo\", \"asin\": \"B0DSP47KS5\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Decks Poker Shuffler Portable Card Shuffler, Intelligent Sensor One-Touch Start Playing Card Shuffler Machine for Casino, Club Gaming and Home Party (Green)\", \"asin\": \"B0DHD1DFKB\", \"price\": \"$12.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:26:56.419Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
<|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": "card shuffler 1 deck"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "M1 Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker,Standard Game Cards (Black)", "asin": "B0DN5HH1NW", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ESKONI Casino Hand Crank Manual Card Shuffler 1 or 2 Deck Casino Poker Blackjack Bridge UNO", "asin": "B01JVXRXXI", "price": "$18.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 4-Deck Automatic Card Shuffler, Battery-Operated Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, UNO Card Games", "asin": "B0CRDRPYBR", "price": "$14.98", "delivery": "FREE delivery May 12 - 26 on $35 of items shipped by Amazon Or fastest delivery May 8 - 21"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Rechargeable for 1-2 Decks, 2000 mAh Built in Battery USB-C Charge, Low Noise Fast Shuffler, Smart Auto Shuffler for UNO Poker Blackjack Skip-Bo Phase 10 Texas Hold'em(Black)", "asin": "B0DR1DLMCN", "price": "$21.00", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler - Low Noise, One-Press Shuffling, Rechargeable 2000mAh, Portable Electric Shuffler for Poker, UNO, Texas Hold'em, Phase 10 & More", "asin": "B0DJVG25MC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S SUNSBELL Automatic Card Shuffler Machine - Electronic Casino Poker Card Shuffling, Battery Operated -One/Two Deck Card Shuffle Sorter, Cards Playing Tool Accessories (Silent 1-2 Decks)", "asin": "B0DCBLMDJV", "price": "$12.49", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler 1-2 Decks, Automatic Card Shuffler\uff0cOne-Press AUTO & Manual Mode,Fast & Smooth Shuffling for Uno, Poker,Skip Bo", "asin": "B0DSP47KS5", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Decks Poker Shuffler Portable Card Shuffler, Intelligent Sensor One-Touch Start Playing Card Shuffler Machine for Casino, Club Gaming and Home Party (Green)", "asin": "B0DHD1DFKB", "price": "$12.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:26:56.419Z", // 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>
|
2025-04-21T19:26:56.419Z
|
click
|
search
|
rule
|
2025-04-21T19:26:56.419Z
|
click
|
search
|
train
| 1,045 |
2025-04-21T19:26:56.419Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
<|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": "card shuffler 1 deck"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "M1 Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker,Standard Game Cards (Black)", "asin": "B0DN5HH1NW", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ESKONI Casino Hand Crank Manual Card Shuffler 1 or 2 Deck Casino Poker Blackjack Bridge UNO", "asin": "B01JVXRXXI", "price": "$18.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 4-Deck Automatic Card Shuffler, Battery-Operated Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, UNO Card Games", "asin": "B0CRDRPYBR", "price": "$14.98", "delivery": "FREE delivery May 12 - 26 on $35 of items shipped by Amazon Or fastest delivery May 8 - 21"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Rechargeable for 1-2 Decks, 2000 mAh Built in Battery USB-C Charge, Low Noise Fast Shuffler, Smart Auto Shuffler for UNO Poker Blackjack Skip-Bo Phase 10 Texas Hold'em(Black)", "asin": "B0DR1DLMCN", "price": "$21.00", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler - Low Noise, One-Press Shuffling, Rechargeable 2000mAh, Portable Electric Shuffler for Poker, UNO, Texas Hold'em, Phase 10 & More", "asin": "B0DJVG25MC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S SUNSBELL Automatic Card Shuffler Machine - Electronic Casino Poker Card Shuffling, Battery Operated -One/Two Deck Card Shuffle Sorter, Cards Playing Tool Accessories (Silent 1-2 Decks)", "asin": "B0DCBLMDJV", "price": "$12.49", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler 1-2 Decks, Automatic Card Shuffler\uff0cOne-Press AUTO & Manual Mode,Fast & Smooth Shuffling for Uno, Poker,Skip Bo", "asin": "B0DSP47KS5", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Decks Poker Shuffler Portable Card Shuffler, Intelligent Sensor One-Touch Start Playing Card Shuffler Machine for Casino, Club Gaming and Home Party (Green)", "asin": "B0DHD1DFKB", "price": "$12.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:26:56.419Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"card shuffler\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"M1 Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker,Standard Game Cards (Black)\", \"asin\": \"B0DN5HH1NW\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game\", \"asin\": \"B0DFWL1HPB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ESKONI Casino Hand Crank Manual Card Shuffler 1 or 2 Deck Casino Poker Blackjack Bridge UNO\", \"asin\": \"B01JVXRXXI\", \"price\": \"$18.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"GSE Games & Sports Expert 4-Deck Automatic Card Shuffler, Battery-Operated Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, UNO Card Games\", \"asin\": \"B0CRDRPYBR\", \"price\": \"$14.98\", \"delivery\": \"FREE delivery May 12 - 26 on $35 of items shipped by Amazon Or fastest delivery May 8 - 21\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Rechargeable for 1-2 Decks, 2000 mAh Built in Battery USB-C Charge, Low Noise Fast Shuffler, Smart Auto Shuffler for UNO Poker Blackjack Skip-Bo Phase 10 Texas Hold'em(Black)\", \"asin\": \"B0DR1DLMCN\", \"price\": \"$21.00\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler - Low Noise, One-Press Shuffling, Rechargeable 2000mAh, Portable Electric Shuffler for Poker, UNO, Texas Hold'em, Phase 10 & More\", \"asin\": \"B0DJVG25MC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers\", \"asin\": \"B0DHDCYXPZ\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S SUNSBELL Automatic Card Shuffler Machine - Electronic Casino Poker Card Shuffling, Battery Operated -One/Two Deck Card Shuffle Sorter, Cards Playing Tool Accessories (Silent 1-2 Decks)\", \"asin\": \"B0DCBLMDJV\", \"price\": \"$12.49\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler 1-2 Decks, Automatic Card Shuffler\\uff0cOne-Press AUTO & Manual Mode,Fast & Smooth Shuffling for Uno, Poker,Skip Bo\", \"asin\": \"B0DSP47KS5\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, 1-2 Decks Poker Shuffler Portable Card Shuffler, Intelligent Sensor One-Touch Start Playing Card Shuffler Machine for Casino, Club Gaming and Home Party (Green)\", \"asin\": \"B0DHD1DFKB\", \"price\": \"$12.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:26:57.317Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "M1 Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker,Standard Game Cards (Black)", "asin": "B0DN5HH1NW", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ESKONI Casino Hand Crank Manual Card Shuffler 1 or 2 Deck Casino Poker Blackjack Bridge UNO", "asin": "B01JVXRXXI", "price": "$18.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 4-Deck Automatic Card Shuffler, Battery-Operated Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, UNO Card Games", "asin": "B0CRDRPYBR", "price": "$14.98", "delivery": "FREE delivery May 12 - 26 on $35 of items shipped by Amazon Or fastest delivery May 8 - 21"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Rechargeable for 1-2 Decks, 2000 mAh Built in Battery USB-C Charge, Low Noise Fast Shuffler, Smart Auto Shuffler for UNO Poker Blackjack Skip-Bo Phase 10 Texas Hold'em(Black)", "asin": "B0DR1DLMCN", "price": "$21.00", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler - Low Noise, One-Press Shuffling, Rechargeable 2000mAh, Portable Electric Shuffler for Poker, UNO, Texas Hold'em, Phase 10 & More", "asin": "B0DJVG25MC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S SUNSBELL Automatic Card Shuffler Machine - Electronic Casino Poker Card Shuffling, Battery Operated -One/Two Deck Card Shuffle Sorter, Cards Playing Tool Accessories (Silent 1-2 Decks)", "asin": "B0DCBLMDJV", "price": "$12.49", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler 1-2 Decks, Automatic Card Shuffler\uff0cOne-Press AUTO & Manual Mode,Fast & Smooth Shuffling for Uno, Poker,Skip Bo", "asin": "B0DSP47KS5", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Decks Poker Shuffler Portable Card Shuffler, Intelligent Sensor One-Touch Start Playing Card Shuffler Machine for Casino, Club Gaming and Home Party (Green)", "asin": "B0DHD1DFKB", "price": "$12.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:26:57.317Z", // 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>
|
2025-04-21T19:26:57.317Z
|
click
|
search
|
rule
|
2025-04-21T19:26:57.317Z
|
click
|
search
|
train
| 1,046 |
2025-04-21T19:26:57.317Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""}],
"ads": [{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "M1 Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker,Standard Game Cards (Black)", "asin": "B0DN5HH1NW", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ESKONI Casino Hand Crank Manual Card Shuffler 1 or 2 Deck Casino Poker Blackjack Bridge UNO", "asin": "B01JVXRXXI", "price": "$18.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 4-Deck Automatic Card Shuffler, Battery-Operated Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, UNO Card Games", "asin": "B0CRDRPYBR", "price": "$14.98", "delivery": "FREE delivery May 12 - 26 on $35 of items shipped by Amazon Or fastest delivery May 8 - 21"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Rechargeable for 1-2 Decks, 2000 mAh Built in Battery USB-C Charge, Low Noise Fast Shuffler, Smart Auto Shuffler for UNO Poker Blackjack Skip-Bo Phase 10 Texas Hold'em(Black)", "asin": "B0DR1DLMCN", "price": "$21.00", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Automatic Card Shuffler - Low Noise, One-Press Shuffling, Rechargeable 2000mAh, Portable Electric Shuffler for Poker, UNO, Texas Hold'em, Phase 10 & More", "asin": "B0DJVG25MC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1-2 Decks for Porker Battered or USB-C Powered Electric Shufflering Machine for Skip-Bo, Texas Hold'em, UNO Game Night- Low Noise Casino Card Shufflers", "asin": "B0DHDCYXPZ", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S SUNSBELL Automatic Card Shuffler Machine - Electronic Casino Poker Card Shuffling, Battery Operated -One/Two Deck Card Shuffle Sorter, Cards Playing Tool Accessories (Silent 1-2 Decks)", "asin": "B0DCBLMDJV", "price": "$12.49", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler 1-2 Decks, Automatic Card Shuffler\uff0cOne-Press AUTO & Manual Mode,Fast & Smooth Shuffling for Uno, Poker,Skip Bo", "asin": "B0DSP47KS5", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, 1-2 Decks Poker Shuffler Portable Card Shuffler, Intelligent Sensor One-Touch Start Playing Card Shuffler Machine for Casino, Club Gaming and Home Party (Green)", "asin": "B0DHD1DFKB", "price": "$12.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:26:57.317Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"card shuffler\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09Q69K331\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR312L4D\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR2WSTGF\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO\", \"asin\": \"B0D86YKQ7R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10\", \"asin\": \"B0DQ56ZP3G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"CHH Hand Cranked Card Shuffler \\u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \\u2013 Quiet and Easy to Use - Designed for 2 Decks\", \"asin\": \"B004DALR14\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQW4K4G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual\", \"asin\": \"B0B8185TY8\", \"price\": \"$16.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10\", \"asin\": \"B0DJQDVNJ8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game\", \"asin\": \"B0DFWL1HPB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line\", \"asin\": \"B09ZRJH87S\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2 Deck Hand Crank \\\"Welcome To Las Vegas\\\" Card Shuffler, Red & Black\", \"asin\": \"B005CKZDZA\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games\", \"asin\": \"B0BRR6J8SY\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1 to 6 Deck Automatic Card shuffler.\", \"asin\": \"B07XSN15FT\", \"delivery\": \"\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card\", \"asin\": \"B09JZH14T9\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:28:02.515Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:02.515Z", // 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>
|
2025-04-21T19:28:02.515Z
|
click
|
search
|
rule
|
2025-04-21T19:28:02.515Z
|
click
|
search
|
train
| 1,047 |
2025-04-21T19:28:02.515Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:02.515Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"card shuffler\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09Q69K331\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR312L4D\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR2WSTGF\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO\", \"asin\": \"B0D86YKQ7R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10\", \"asin\": \"B0DQ56ZP3G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"CHH Hand Cranked Card Shuffler \\u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \\u2013 Quiet and Easy to Use - Designed for 2 Decks\", \"asin\": \"B004DALR14\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQW4K4G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual\", \"asin\": \"B0B8185TY8\", \"price\": \"$16.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10\", \"asin\": \"B0DJQDVNJ8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game\", \"asin\": \"B0DFWL1HPB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line\", \"asin\": \"B09ZRJH87S\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2 Deck Hand Crank \\\"Welcome To Las Vegas\\\" Card Shuffler, Red & Black\", \"asin\": \"B005CKZDZA\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games\", \"asin\": \"B0BRR6J8SY\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1 to 6 Deck Automatic Card shuffler.\", \"asin\": \"B07XSN15FT\", \"delivery\": \"\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card\", \"asin\": \"B09JZH14T9\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:28:02.658Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:02.658Z", // 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>
|
2025-04-21T19:28:02.658Z
|
click
|
search
|
rule
|
2025-04-21T19:28:02.658Z
|
click
|
search
|
train
| 1,048 |
2025-04-21T19:28:02.658Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:02.658Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"card shuffler\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09Q69K331\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR312L4D\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR2WSTGF\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO\", \"asin\": \"B0D86YKQ7R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10\", \"asin\": \"B0DQ56ZP3G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"CHH Hand Cranked Card Shuffler \\u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \\u2013 Quiet and Easy to Use - Designed for 2 Decks\", \"asin\": \"B004DALR14\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQW4K4G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual\", \"asin\": \"B0B8185TY8\", \"price\": \"$16.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10\", \"asin\": \"B0DJQDVNJ8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game\", \"asin\": \"B0DFWL1HPB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line\", \"asin\": \"B09ZRJH87S\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2 Deck Hand Crank \\\"Welcome To Las Vegas\\\" Card Shuffler, Red & Black\", \"asin\": \"B005CKZDZA\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games\", \"asin\": \"B0BRR6J8SY\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1 to 6 Deck Automatic Card shuffler.\", \"asin\": \"B07XSN15FT\", \"delivery\": \"\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card\", \"asin\": \"B09JZH14T9\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:28:03.357Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:03.357Z", // 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>
|
2025-04-21T19:28:03.357Z
|
click
|
search
|
rule
|
2025-04-21T19:28:03.357Z
|
click
|
search
|
train
| 1,049 |
2025-04-21T19:28:03.357Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:03.357Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"card shuffler\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09Q69K331\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR312L4D\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR2WSTGF\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO\", \"asin\": \"B0D86YKQ7R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10\", \"asin\": \"B0DQ56ZP3G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"CHH Hand Cranked Card Shuffler \\u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \\u2013 Quiet and Easy to Use - Designed for 2 Decks\", \"asin\": \"B004DALR14\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQW4K4G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual\", \"asin\": \"B0B8185TY8\", \"price\": \"$16.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10\", \"asin\": \"B0DJQDVNJ8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game\", \"asin\": \"B0DFWL1HPB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line\", \"asin\": \"B09ZRJH87S\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2 Deck Hand Crank \\\"Welcome To Las Vegas\\\" Card Shuffler, Red & Black\", \"asin\": \"B005CKZDZA\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games\", \"asin\": \"B0BRR6J8SY\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1 to 6 Deck Automatic Card shuffler.\", \"asin\": \"B07XSN15FT\", \"delivery\": \"\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card\", \"asin\": \"B09JZH14T9\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:28:03.517Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:03.517Z", // 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>
|
2025-04-21T19:28:03.517Z
|
click
|
search
|
rule
|
2025-04-21T19:28:03.517Z
|
click
|
search
|
train
| 1,050 |
2025-04-21T19:28:03.517Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:03.517Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"card shuffler\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09Q69K331\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR312L4D\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR2WSTGF\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO\", \"asin\": \"B0D86YKQ7R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10\", \"asin\": \"B0DQ56ZP3G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"CHH Hand Cranked Card Shuffler \\u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \\u2013 Quiet and Easy to Use - Designed for 2 Decks\", \"asin\": \"B004DALR14\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQW4K4G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual\", \"asin\": \"B0B8185TY8\", \"price\": \"$16.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10\", \"asin\": \"B0DJQDVNJ8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game\", \"asin\": \"B0DFWL1HPB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line\", \"asin\": \"B09ZRJH87S\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2 Deck Hand Crank \\\"Welcome To Las Vegas\\\" Card Shuffler, Red & Black\", \"asin\": \"B005CKZDZA\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games\", \"asin\": \"B0BRR6J8SY\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1 to 6 Deck Automatic Card shuffler.\", \"asin\": \"B07XSN15FT\", \"delivery\": \"\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card\", \"asin\": \"B09JZH14T9\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:28:03.926Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:03.926Z", // 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>
|
2025-04-21T19:28:03.926Z
|
click
|
search
|
rule
|
2025-04-21T19:28:03.926Z
|
click
|
search
|
train
| 1,051 |
2025-04-21T19:28:03.926Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "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": "card shuffler"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:03.926Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"cabin air filter subaru forester 2020\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games \", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More \", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine \", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack \", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B09Q69K331\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR312L4D\"},\n{\"title\": \"Go to detail page for \\\"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\\\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B0CR2WSTGF\"}],\n\"search_results\": [{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0D3TBK5KF\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games\", \"asin\": \"B0DJQCTQWH\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO\", \"asin\": \"B0D86YKQ7R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10\", \"asin\": \"B0DQ56ZP3G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS64MH5G\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"CHH Hand Cranked Card Shuffler \\u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \\u2013 Quiet and Easy to Use - Designed for 2 Decks\", \"asin\": \"B004DALR14\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQW4K4G\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual\", \"asin\": \"B0B8185TY8\", \"price\": \"$16.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic 2 Deck Card Game Shuffler \\u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games\", \"asin\": \"B0DL5DL89L\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10\", \"asin\": \"B0DJQDVNJ8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game\", \"asin\": \"B0DFWL1HPB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line\", \"asin\": \"B09ZRJH87S\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2 Deck Hand Crank \\\"Welcome To Las Vegas\\\" Card Shuffler, Red & Black\", \"asin\": \"B005CKZDZA\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games\", \"asin\": \"B0BRR6J8SY\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"1 to 6 Deck Automatic Card shuffler.\", \"asin\": \"B07XSN15FT\", \"delivery\": \"\"},\n{\"title\": \"1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game\", \"asin\": \"B0D8ZNPRS8\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card\", \"asin\": \"B09JZH14T9\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:28:10.957Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "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": "cabin air filter subaru forester 2020"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:10.957Z", // 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>
|
2025-04-21T19:28:10.957Z
|
click
|
search
|
rule
|
2025-04-21T19:28:10.957Z
|
click
|
search
|
train
| 1,052 |
2025-04-21T19:28:10.957Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "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": "cabin air filter subaru forester 2020"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DTP3WPVC", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games ", "asin": "B0D3TBK5KF", "price": "$19.98", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More ", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine ", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack ", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B09Q69K331"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR312L4D"},
{"title": "Go to detail page for \"FEIERYA Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel.\" Rated 4.2 out of 5 stars by 5819 reviews. Eligible for Prime. Best seller.", "asin": "B0CR2WSTGF"}],
"search_results": [{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler 1/2/4/6 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0D3TBK5KF", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "1/2 Decks Quiet & Rechargeable Card Shuffler, Automatic One-Press AUTO & Manual Mode 2000 MAh Rapid Shuffling Electric Shuffler for Casino Blackjack, Texas Hold'em, Card Games", "asin": "B0DJQCTQWH", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2/4/6 Decks Automatic Card Shuffler USB/Battery Operated Electric Shuffler for Family Party Poker/Blackjack/UNO", "asin": "B0D86YKQ7R", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Touch AUTO & Manual Mode Rechargeable 2000mAh Battery Low Noise Ideal for Poker UNO Blackjack Texas Hold'em Skip-Bo Phase 10", "asin": "B0DQ56ZP3G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS64MH5G", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CHH Hand Cranked Card Shuffler \u2013 Manual Card Shuffler for Standard or Bridge-Sized Playing Cards \u2013 Quiet and Easy to Use - Designed for 2 Decks", "asin": "B004DALR14", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYM3YG6", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQW4K4G", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Manual Card Shuffler 2 Deck With Hand Crank, Card Shuffling for UNO, Poker Games, Blackjack, Rummy, Phase 10, Skip-Bo and All Your Favorite Card Games; Poker Card Shuffler Manual", "asin": "B0B8185TY8", "price": "$16.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic 2 Deck Card Game Shuffler \u2013 Electric Heavy Duty Quiet Mixer and Dealer Machine for Playing Uno Poker Blackjack - Rechargeable Professional Casino Shuffling and Dealing for Card Games", "asin": "B0DL5DL89L", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "UNO Upgrade Card Shuffler 2 Deck, Low Nois Automatic Card Shuffler Buit-in 2000mAh Battery for UNO Card Game, Skip Bo Card Game, Poker, Phase10", "asin": "B0DJQDVNJ8", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-4 Deck Automatic Card Shuffler, Poker Shuffler Machine with Rubber Silencer, Lower Noise, Casino Card Electric Shuffler, Playing Card Shuffler for UNO, Phase 10, Skyjo, Skip Bo Home Card Game", "asin": "B0DFWL1HPB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AOPER Automatic Card Shuffler - Electronic Casino Poker Card Shuffling Machine - Battery Operated Plastic Cards Mixer - 2/4/6 Decks Playing Cards for Home & Party - 2M USB Line", "asin": "B09ZRJH87S", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Deck Hand Crank \"Welcome To Las Vegas\" Card Shuffler, Red & Black", "asin": "B005CKZDZA", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Evelots Playing Cards Shuffler - 2 Deck Card Holder, Easy Hand Cranked System, Card Shuffling Machine, Casino Card Shuffler for Blackjack Poker Texas Hold Em | Card Games", "asin": "B0BRR6J8SY", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1 to 6 Deck Automatic Card shuffler.", "asin": "B07XSN15FT", "delivery": ""},
{"title": "1-2 Deck Automatic Card Shuffler, Rechargeable 2000mAh Electric Card Shuffler 2 Deck for UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack, Cards Game", "asin": "B0D8ZNPRS8", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2-4 Deck Automatic, Battery-Operated Electric Card Shuffler Machine for UNO/Poker/Playing Card", "asin": "B09JZH14T9", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"}]
<|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": "2025-04-21T19:28:10.957Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"cabin air filter subaru forester 2020\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car \", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX \", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n{\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories \", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement \", \"asin\": \"B0BZZ2355B\", \"price\": \"$25.88\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon \", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n{\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C\", \"asin\": \"B0D31LBHQB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n{\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n{\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:06.445Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "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": "cabin air filter subaru forester 2020"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car ", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX ", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories ", "asin": "B0BYH7LJ41", "price": "$18.99", "quantity": ""},
{"title": "4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement ", "asin": "B0BZZ2355B", "price": "$25.88", "quantity": ""},
{"title": "Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon ", "asin": "B0C9WC6B22", "price": "$14.29", "quantity": ""}],
"search_results": [{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories", "asin": "B0BB2CX4C1", "price": "$15.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B07YMM9MYL", "price": "$15.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon."},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24"},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.", "asin": "B0CYG8YNHF", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023", "asin": "B0CQPH2G2M", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack", "asin": "B0CXSMD1C4", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter", "asin": "B0D7ZYQKN2", "price": "$20.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM", "asin": "B0979MD868", "price": "$27.99", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C", "asin": "B0D31LBHQB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)", "asin": "B0C9DYZZR1", "price": "$19.99", "delivery": "FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7"},
{"title": "3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000", "asin": "B0DRYFH51Y", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon."},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930", "asin": "B08PKF73L8", "price": "$13.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester", "asin": "B0DNT4LW8V", "price": "$11.99", "delivery": "FREE delivery Mon, May 5 on $35 of items shipped by Amazon"}]
<|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": "2025-04-21T19:29:06.445Z", // 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>
|
2025-04-21T19:29:06.445Z
|
click_product
|
B0CCBVY3BV
|
rule
|
2025-04-21T19:29:06.445Z
|
click_product
|
B0CCBVY3BV
|
train
| 1,053 |
2025-04-21T19:29:06.445Z
|
click_product
|
B0CCBVY3BV
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "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": "cabin air filter subaru forester 2020"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car ", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX ", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories ", "asin": "B0BYH7LJ41", "price": "$18.99", "quantity": ""},
{"title": "4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement ", "asin": "B0BZZ2355B", "price": "$25.88", "quantity": ""},
{"title": "Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon ", "asin": "B0C9WC6B22", "price": "$14.29", "quantity": ""}],
"search_results": [{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories", "asin": "B0BB2CX4C1", "price": "$15.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B07YMM9MYL", "price": "$15.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon."},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24"},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.", "asin": "B0CYG8YNHF", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023", "asin": "B0CQPH2G2M", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack", "asin": "B0CXSMD1C4", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter", "asin": "B0D7ZYQKN2", "price": "$20.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM", "asin": "B0979MD868", "price": "$27.99", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C", "asin": "B0D31LBHQB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)", "asin": "B0C9DYZZR1", "price": "$19.99", "delivery": "FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7"},
{"title": "3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000", "asin": "B0DRYFH51Y", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon."},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930", "asin": "B08PKF73L8", "price": "$13.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester", "asin": "B0DNT4LW8V", "price": "$11.99", "delivery": "FREE delivery Mon, May 5 on $35 of items shipped by Amazon"}]
<|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": "2025-04-21T19:29:06.445Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:35:11.913Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:35:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"cabin air filter subaru forester 2020\"}],\n\"cart_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0CCBVY3BV\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"},\n{\"price\": \"$14.61\"},\n{\"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"BE-277 1-Pack\"}],\n\"promotion_items\": [{\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n{\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n{\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n{\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n{\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:16.930Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
<|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": "cabin air filter subaru forester 2020"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$14.61"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "quantity": ""},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$24.99", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...", "asin": "B0CM68R9FP", "price": "$19.88", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:29:16.930Z", // 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>
|
2025-04-21T19:29:16.930Z
|
purchase
|
B0CCBVY3BV
|
rule
|
2025-04-21T19:29:16.930Z
|
purchase
|
B0CCBVY3BV
|
train
| 1,054 |
2025-04-21T19:29:16.930Z
|
purchase
|
B0CCBVY3BV
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:35:11.913Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-20T14:35:15.713Z", "action": "click", "action_argument": "search"}
{"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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
<|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": "cabin air filter subaru forester 2020"}],
"cart_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$14.61"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "quantity": ""},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$24.99", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...", "asin": "B0CM68R9FP", "price": "$19.88", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:29:16.930Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n{\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n{\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"5 PLUS\\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\\\"/17\\\"/14\\\"\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"\", \"price\": \"$5.44\", \"quantity\": \"\"},\n{\"title\": \"plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n{\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n{\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"\", \"price\": \"$23.35\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"\", \"price\": \"$34.95\", \"quantity\": \"\"},\n{\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"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\": \"\", \"price\": \"$49.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:21.185Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "", "price": "$19.86", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
{"title": "5 PLUS\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\"/17\"/14\"", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "OEM QUALITY 21\" + 19\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)", "asin": "", "price": "$16.88", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "", "price": "$5.44", "quantity": ""},
{"title": "plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "", "price": "$19.86", "quantity": ""},
{"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "OEM QUALITY 21\" + 19\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)", "asin": "", "price": "$16.88", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "", "price": "$31.99", "quantity": ""},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "", "price": "$23.35", "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": "", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "", "price": "$34.95", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "", "price": "$44.99", "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": "", "price": "$49.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx \u3001 QP65xx\u3001QP66xx", "asin": "", "price": "$26.99", "quantity": ""},
{"title": "One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \u2013 QP420.50", "asin": "", "price": "$29.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:29:21.185Z", // 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>
|
2025-04-21T19:29:21.185Z
|
click
|
cart_side_bar
|
rule
|
2025-04-21T19:29:21.185Z
|
click
|
cart_side_bar
|
train
| 1,055 |
2025-04-21T19:29:21.185Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "", "price": "$19.86", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
{"title": "5 PLUS\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\"/17\"/14\"", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "OEM QUALITY 21\" + 19\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)", "asin": "", "price": "$16.88", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "", "price": "$5.44", "quantity": ""},
{"title": "plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "", "price": "$19.86", "quantity": ""},
{"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "OEM QUALITY 21\" + 19\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)", "asin": "", "price": "$16.88", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "", "price": "$31.99", "quantity": ""},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "", "price": "$23.35", "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": "", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "", "price": "$34.95", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "", "price": "$44.99", "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": "", "price": "$49.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx \u3001 QP65xx\u3001QP66xx", "asin": "", "price": "$26.99", "quantity": ""},
{"title": "One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \u2013 QP420.50", "asin": "", "price": "$29.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:29:21.185Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n{\"title\": \"Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)\", \"asin\": \"B06VXND7JF\", \"price\": \"$23.44\", \"quantity\": \"\"},\n{\"title\": \"BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza\", \"asin\": \"B0864KW8SD\", \"price\": \"$14.07\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n{\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"/promo/A20QLAXUIIH7JK\", \"price\": \"$14.50\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n{\"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\": \"\"}],\n\"active_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:28.090Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
<|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": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)", "asin": "B06VXND7JF", "price": "$23.44", "quantity": ""},
{"title": "BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza", "asin": "B0864KW8SD", "price": "$14.07", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "/promo/A20QLAXUIIH7JK", "price": "$14.50", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "PlayMonster Five Crowns \u2014 The Game Isn't Over Until the Kings Go Wild! \u2014 5 Suited Rummy-Style Card Game \u2014 For Ages 8+", "asin": "B00000IV35", "price": "$8.79", "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": ""}],
"active_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "BE-277 1-Pack"}]},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:29:28.090Z", // 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>
|
2025-04-21T19:29:28.090Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:29:28.090Z
|
click
|
suggested_term
|
train
| 1,056 |
2025-04-21T19:29:28.090Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
<|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": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)", "asin": "B06VXND7JF", "price": "$23.44", "quantity": ""},
{"title": "BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza", "asin": "B0864KW8SD", "price": "$14.07", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "/promo/A20QLAXUIIH7JK", "price": "$14.50", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "PlayMonster Five Crowns \u2014 The Game Isn't Over Until the Kings Go Wild! \u2014 5 Suited Rummy-Style Card Game \u2014 For Ages 8+", "asin": "B00000IV35", "price": "$8.79", "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": ""}],
"active_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "BE-277 1-Pack"}]},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:29:28.090Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"cabin air filter subaru forester 2020\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:29.216Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
<|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": "cabin air filter subaru forester 2020"}]
<|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": "2025-04-21T19:29:29.216Z", // 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>
|
2025-04-21T19:29:29.216Z
|
click
|
search
|
rule
|
2025-04-21T19:29:29.216Z
|
click
|
search
|
train
| 1,057 |
2025-04-21T19:29:29.216Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
<|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": "cabin air filter subaru forester 2020"}]
<|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": "2025-04-21T19:29:29.216Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"cabin air filter subaru forester 2020\"}],\n\"search_results\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"asin\": \"B08K3T4P8N\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:29.373Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "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": "cabin air filter subaru forester 2020"}],
"search_results": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"asin": "B08K3T4P8N"}]
<|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": "2025-04-21T19:29:29.373Z", // 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>
|
2025-04-21T19:29:29.373Z
|
click
|
search
|
rule
|
2025-04-21T19:29:29.373Z
|
click
|
search
|
train
| 1,058 |
2025-04-21T19:29:29.373Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "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": "cabin air filter subaru forester 2020"}],
"search_results": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"asin": "B08K3T4P8N"}]
<|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": "2025-04-21T19:29:29.373Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"cabin air filter subaru forester 2020\"}],\n\"promotion_items\": [{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon\", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"},\n{\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n{\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B004HO7Q8O\", \"price\": \"$23.78\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon.\"},\n{\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n{\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n{\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:30.377Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "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": "cabin air filter subaru forester 2020"}],
"promotion_items": [{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
{"title": "Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon", "asin": "B0C9WC6B22", "price": "$14.29", "quantity": ""},
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "quantity": ""}],
"search_results": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories", "asin": "B0BB2CX4C1", "price": "$15.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B07YMM9MYL", "price": "$15.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon."},
{"title": "VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023", "asin": "B0CQPH2G2M", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B004HO7Q8O", "price": "$23.78", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon."},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.", "asin": "B0CYG8YNHF", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack", "asin": "B0CXSMD1C4", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM", "asin": "B0979MD868", "price": "$27.99", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter", "asin": "B0D7ZYQKN2", "price": "$20.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)", "asin": "B0C9DYZZR1", "price": "$19.99", "delivery": "FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7"},
{"title": "3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000", "asin": "B0DRYFH51Y", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon."},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930", "asin": "B08PKF73L8", "price": "$13.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:29:30.377Z", // 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>
|
2025-04-21T19:29:30.377Z
|
input
|
cabin air filter subaru forester 2020
|
rule
|
2025-04-21T19:29:30.377Z
|
input
|
cabin air filter subaru forester 2020
|
train
| 1,059 |
2025-04-21T19:29:30.377Z
|
input
|
cabin air filter subaru forester 2020
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "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": "cabin air filter subaru forester 2020"}],
"promotion_items": [{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
{"title": "Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon", "asin": "B0C9WC6B22", "price": "$14.29", "quantity": ""},
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "quantity": ""}],
"search_results": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories", "asin": "B0BB2CX4C1", "price": "$15.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B07YMM9MYL", "price": "$15.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon."},
{"title": "VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023", "asin": "B0CQPH2G2M", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B004HO7Q8O", "price": "$23.78", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon."},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.", "asin": "B0CYG8YNHF", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack", "asin": "B0CXSMD1C4", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM", "asin": "B0979MD868", "price": "$27.99", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter", "asin": "B0D7ZYQKN2", "price": "$20.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)", "asin": "B0C9DYZZR1", "price": "$19.99", "delivery": "FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7"},
{"title": "3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000", "asin": "B0DRYFH51Y", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon."},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930", "asin": "B08PKF73L8", "price": "$13.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:29:30.377Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B09Y7PKSYB\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)\"},\n{\"price\": \"$152.28\"},\n{\"bullet_list\": \"20x21.5x1 replacement air filters for your furnace, air conditioner, heat pump, or HVAC system (actual size: 19.88\\\" x 21.50\\\" x 0.75\\\") MERV 8 (Odor Eliminator) synthetic media (comparable with MPR 600 & FPR 5) protects homes from adverse smells while trapping 90% of dust particles without impacting air flow High quality construction features an electrostatically charged design with 16 pleats per foot that captures more harmful particles and lasts 3x longer than fiberglass models (replace every 90 days for best performance) Easy installation beverage board frames with dual wire backings improve structural integrity and outperform standard cardboard designs by resisting extreme temperatures Industrial grade components are 100% manufactured in the United States and designed with recyclable materials\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:32.731Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
<|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": ""}],
"product_details": [{"asin": "B09Y7PKSYB"},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)"},
{"price": "$152.28"},
{"bullet_list": "20x21.5x1 replacement air filters for your furnace, air conditioner, heat pump, or HVAC system (actual size: 19.88\" x 21.50\" x 0.75\") MERV 8 (Odor Eliminator) synthetic media (comparable with MPR 600 & FPR 5) protects homes from adverse smells while trapping 90% of dust particles without impacting air flow High quality construction features an electrostatically charged design with 16 pleats per foot that captures more harmful particles and lasts 3x longer than fiberglass models (replace every 90 days for best performance) Easy installation beverage board frames with dual wire backings improve structural integrity and outperform standard cardboard designs by resisting extreme temperatures Industrial grade components are 100% manufactured in the United States and designed with recyclable materials"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}]
<|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": "2025-04-21T19:29:32.731Z", // 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>
|
2025-04-21T19:29:32.731Z
|
click
|
search
|
rule
|
2025-04-21T19:29:32.731Z
|
click
|
search
|
train
| 1,060 |
2025-04-21T19:29:32.731Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
<|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": ""}],
"product_details": [{"asin": "B09Y7PKSYB"},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)"},
{"price": "$152.28"},
{"bullet_list": "20x21.5x1 replacement air filters for your furnace, air conditioner, heat pump, or HVAC system (actual size: 19.88\" x 21.50\" x 0.75\") MERV 8 (Odor Eliminator) synthetic media (comparable with MPR 600 & FPR 5) protects homes from adverse smells while trapping 90% of dust particles without impacting air flow High quality construction features an electrostatically charged design with 16 pleats per foot that captures more harmful particles and lasts 3x longer than fiberglass models (replace every 90 days for best performance) Easy installation beverage board frames with dual wire backings improve structural integrity and outperform standard cardboard designs by resisting extreme temperatures Industrial grade components are 100% manufactured in the United States and designed with recyclable materials"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}]
<|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": "2025-04-21T19:29:32.731Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engine air filter subaru forester 2020\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B09Y7PKSYB\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)\"},\n{\"price\": \"$152.28\"},\n{\"bullet_list\": \"20x21.5x1 replacement air filters for your furnace, air conditioner, heat pump, or HVAC system (actual size: 19.88\\\" x 21.50\\\" x 0.75\\\") MERV 8 (Odor Eliminator) synthetic media (comparable with MPR 600 & FPR 5) protects homes from adverse smells while trapping 90% of dust particles without impacting air flow High quality construction features an electrostatically charged design with 16 pleats per foot that captures more harmful particles and lasts 3x longer than fiberglass models (replace every 90 days for best performance) Easy installation beverage board frames with dual wire backings improve structural integrity and outperform standard cardboard designs by resisting extreme temperatures Industrial grade components are 100% manufactured in the United States and designed with recyclable materials\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B01NGT96NI\", \"price\": \"$85.86\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (4-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B01MTXPHGL\", \"price\": \"$68.72\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (4-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B01N9ENRL0\", \"price\": \"$85.04\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B0949TVFPX\", \"price\": \"$125.04\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B094BGK1FH\", \"price\": \"$156.36\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B01N1PEBKV\", \"price\": \"$113.04\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B0949XBJK2\", \"price\": \"$200.04\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B0949XBJK2\", \"price\": \"$200.04\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B09FB1JHGN\", \"price\": \"$100.20\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B01MQT48EL\", \"price\": \"$69.54\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (3-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B09B475Q75\", \"price\": \"$65.04\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B0CBT3Y1GC\", \"price\": \"$134.95\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (2-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B09Y7GWXFQ\", \"price\": \"$68.28\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B01NGT96NI\", \"price\": \"$85.86\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B0CBT2J3N1\", \"price\": \"$269.40\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B09FB1V81N\", \"price\": \"$80.10\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B09FB397BH\", \"price\": \"$64.95\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (3-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B09B47WQLR\", \"price\": \"$46.41\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B0CBT3Y1GC\", \"price\": \"$134.95\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (2-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B09Y7GWXFQ\", \"price\": \"$68.28\", \"quantity\": \"\"},\n{\"title\": \"Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)\", \"asin\": \"B01NGT96NI\", \"price\": \"$85.86\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:44.181Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "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": "engine air filter subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Y7PKSYB"},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)"},
{"price": "$152.28"},
{"bullet_list": "20x21.5x1 replacement air filters for your furnace, air conditioner, heat pump, or HVAC system (actual size: 19.88\" x 21.50\" x 0.75\") MERV 8 (Odor Eliminator) synthetic media (comparable with MPR 600 & FPR 5) protects homes from adverse smells while trapping 90% of dust particles without impacting air flow High quality construction features an electrostatically charged design with 16 pleats per foot that captures more harmful particles and lasts 3x longer than fiberglass models (replace every 90 days for best performance) Easy installation beverage board frames with dual wire backings improve structural integrity and outperform standard cardboard designs by resisting extreme temperatures Industrial grade components are 100% manufactured in the United States and designed with recyclable materials"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01NGT96NI", "price": "$85.86", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (4-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01MTXPHGL", "price": "$68.72", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (4-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01N9ENRL0", "price": "$85.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0949TVFPX", "price": "$125.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B094BGK1FH", "price": "$156.36", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01N1PEBKV", "price": "$113.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0949XBJK2", "price": "$200.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0949XBJK2", "price": "$200.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09FB1JHGN", "price": "$100.20", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01MQT48EL", "price": "$69.54", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (3-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09B475Q75", "price": "$65.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0CBT3Y1GC", "price": "$134.95", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (2-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09Y7GWXFQ", "price": "$68.28", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01NGT96NI", "price": "$85.86", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0CBT2J3N1", "price": "$269.40", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09FB1V81N", "price": "$80.10", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09FB397BH", "price": "$64.95", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (3-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09B47WQLR", "price": "$46.41", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0CBT3Y1GC", "price": "$134.95", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (2-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09Y7GWXFQ", "price": "$68.28", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01NGT96NI", "price": "$85.86", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:29:44.181Z", // 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>
|
2025-04-21T19:29:44.181Z
|
click
|
search
|
rule
|
2025-04-21T19:29:44.181Z
|
click
|
search
|
train
| 1,061 |
2025-04-21T19:29:44.181Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "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": "engine air filter subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B09Y7PKSYB"},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)"},
{"price": "$152.28"},
{"bullet_list": "20x21.5x1 replacement air filters for your furnace, air conditioner, heat pump, or HVAC system (actual size: 19.88\" x 21.50\" x 0.75\") MERV 8 (Odor Eliminator) synthetic media (comparable with MPR 600 & FPR 5) protects homes from adverse smells while trapping 90% of dust particles without impacting air flow High quality construction features an electrostatically charged design with 16 pleats per foot that captures more harmful particles and lasts 3x longer than fiberglass models (replace every 90 days for best performance) Easy installation beverage board frames with dual wire backings improve structural integrity and outperform standard cardboard designs by resisting extreme temperatures Industrial grade components are 100% manufactured in the United States and designed with recyclable materials"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01NGT96NI", "price": "$85.86", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (4-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01MTXPHGL", "price": "$68.72", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (4-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01N9ENRL0", "price": "$85.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0949TVFPX", "price": "$125.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B094BGK1FH", "price": "$156.36", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01N1PEBKV", "price": "$113.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0949XBJK2", "price": "$200.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0949XBJK2", "price": "$200.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09FB1JHGN", "price": "$100.20", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01MQT48EL", "price": "$69.54", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 13 Optimal Defense (3-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09B475Q75", "price": "$65.04", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0CBT3Y1GC", "price": "$134.95", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (2-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09Y7GWXFQ", "price": "$68.28", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01NGT96NI", "price": "$85.86", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (12-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0CBT2J3N1", "price": "$269.40", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09FB1V81N", "price": "$80.10", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09FB397BH", "price": "$64.95", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Dust Defense (3-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09B47WQLR", "price": "$46.41", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (5-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B0CBT3Y1GC", "price": "$134.95", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 8 Odor Eliminator (2-Pack), Pleated HVAC AC Furnace Air Filters Replacement with Activated Carbon (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B09Y7GWXFQ", "price": "$68.28", "quantity": ""},
{"title": "Filterbuy 20x21.5x1 Air Filter MERV 11 Allergen Defense (6-Pack), Pleated HVAC AC Furnace Air Filters Replacement (Actual Size: 19.88 x 21.50 x 0.75 Inches)", "asin": "B01NGT96NI", "price": "$85.86", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:29:44.181Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engine air filter subaru forester 2020\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. \", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"quantity\": \"\"},\n{\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) \", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel \", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\"}],\n\"search_results\": [{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.\", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel\", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent\", \"asin\": \"B0DBLSS5PX\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A\", \"asin\": \"B0BLYRFD8Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\\u20132024) \\u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines\", \"asin\": \"B0DFRZB24C\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx\", \"asin\": \"B0D2966X4G\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media\", \"asin\": \"B0CT7TLSMT\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n{\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)\", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"},\n{\"title\": \"Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A\", \"asin\": \"B0C84QF2R5\", \"price\": \"$12.86\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:30:11.876Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "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": "engine air filter subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. ", "asin": "B0BZDM8HPX", "price": "$9.59", "quantity": ""},
{"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) ", "asin": "B0D78H4QY6", "price": "$9.85", "quantity": ""},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A ", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": ""},
{"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel ", "asin": "B0CSS165BK", "price": "$12.99", "quantity": ""}],
"ads": [{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN"}],
"search_results": [{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A", "asin": "B0C4F3BG68", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.", "asin": "B0BZDM8HPX", "price": "$9.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel", "asin": "B0CSS165BK", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "ECOGARD XA11536 Premium Engine Air Filter Fits 2019\u20132026 Subaru Forester, 2018\u20132026 Crosstrek, 2020\u20132025 Outback, 2019\u20132025 Ascent, 2017\u20132025 Impreza, 2021\u20132026 Crosstrek, 2020\u20132025 Legacy", "asin": "B07FK6DZQX", "price": "$27.59", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent", "asin": "B0DBLSS5PX", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A", "asin": "B0BLYRFD8Y", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\u20132024) \u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines", "asin": "B0DFRZB24C", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx", "asin": "B0D2966X4G", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media", "asin": "B0CT7TLSMT", "price": "$12.99", "delivery": "FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon."},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064", "asin": "B0DHHLP1Q2", "price": "$19.73", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)", "asin": "B0D78H4QY6", "price": "$9.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester", "asin": "B0DNT4LW8V", "price": "$11.99", "delivery": "FREE delivery Mon, May 5 on $35 of items shipped by Amazon"},
{"title": "Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A", "asin": "B0C84QF2R5", "price": "$12.86", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:30:11.876Z", // 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>
|
2025-04-21T19:30:11.876Z
|
click
|
cart_side_bar
|
rule
|
2025-04-21T19:30:11.876Z
|
click
|
cart_side_bar
|
train
| 1,062 |
2025-04-21T19:30:11.876Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "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": "engine air filter subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. ", "asin": "B0BZDM8HPX", "price": "$9.59", "quantity": ""},
{"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) ", "asin": "B0D78H4QY6", "price": "$9.85", "quantity": ""},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A ", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": ""},
{"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel ", "asin": "B0CSS165BK", "price": "$12.99", "quantity": ""}],
"ads": [{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN"}],
"search_results": [{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A", "asin": "B0C4F3BG68", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.", "asin": "B0BZDM8HPX", "price": "$9.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel", "asin": "B0CSS165BK", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "ECOGARD XA11536 Premium Engine Air Filter Fits 2019\u20132026 Subaru Forester, 2018\u20132026 Crosstrek, 2020\u20132025 Outback, 2019\u20132025 Ascent, 2017\u20132025 Impreza, 2021\u20132026 Crosstrek, 2020\u20132025 Legacy", "asin": "B07FK6DZQX", "price": "$27.59", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent", "asin": "B0DBLSS5PX", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A", "asin": "B0BLYRFD8Y", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\u20132024) \u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines", "asin": "B0DFRZB24C", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx", "asin": "B0D2966X4G", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media", "asin": "B0CT7TLSMT", "price": "$12.99", "delivery": "FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon."},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064", "asin": "B0DHHLP1Q2", "price": "$19.73", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)", "asin": "B0D78H4QY6", "price": "$9.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester", "asin": "B0DNT4LW8V", "price": "$11.99", "delivery": "FREE delivery Mon, May 5 on $35 of items shipped by Amazon"},
{"title": "Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A", "asin": "B0C84QF2R5", "price": "$12.86", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:30:11.876Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0CCBVY3BV\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"},\n{\"price\": \"$13.15\"},\n{\"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"BE-277 1-Pack\"}],\n\"promotion_items\": [{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n{\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n{\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n{\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:30:15.477Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:30:15.477Z", // 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>
|
2025-04-21T19:30:15.477Z
|
click
|
product_option
|
rule
|
2025-04-21T19:30:15.477Z
|
click
|
product_option
|
train
| 1,063 |
2025-04-21T19:30:15.477Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:30:15.477Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0CCBVY3BV\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"},\n{\"price\": \"$13.15\"},\n{\"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"BE-277 1-Pack\"}],\n\"promotion_items\": [{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n{\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n{\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n{\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n{\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:30:17.443Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:30:17.443Z", // 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>
|
2025-04-21T19:30:17.443Z
|
click
|
product_option
|
rule
|
2025-04-21T19:30:17.443Z
|
click
|
product_option
|
train
| 1,064 |
2025-04-21T19:30:17.443Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:30:17.443Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0CCBVY3BV\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"},\n{\"price\": \"$13.15\"},\n{\"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"BE-277 1-Pack\"}],\n\"promotion_items\": [{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n{\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n{\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n{\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n{\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:00.611Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:31:00.611Z", // 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>
|
2025-04-21T19:31:00.611Z
|
click
|
other
|
rule
|
2025-04-21T19:31:00.611Z
|
click
|
other
|
train
| 1,065 |
2025-04-21T19:31:00.611Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:31:00.611Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0CCBVY3BV\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"},\n{\"price\": \"$13.15\"},\n{\"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"BE-277 1-Pack\"}],\n\"promotion_items\": [{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n{\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n{\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n{\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n{\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:06.787Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:31:06.787Z", // 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>
|
2025-04-21T19:31:06.787Z
|
input
|
engin
|
rule
|
2025-04-21T19:31:06.787Z
|
input
|
engin
|
train
| 1,066 |
2025-04-21T19:31:06.787Z
|
input
|
engin
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:31:06.787Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engin\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0CCBVY3BV\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"},\n{\"price\": \"$14.61\"},\n{\"price\": \"$13.15\"},\n{\"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"BE-277 1-Pack\"}],\n\"promotion_items\": [{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n{\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n{\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n{\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n{\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n{\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:06.870Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
<|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": "engin"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$14.61"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:31:06.870Z", // 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>
|
2025-04-21T19:31:06.870Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:31:06.870Z
|
click
|
suggested_term
|
train
| 1,067 |
2025-04-21T19:31:06.870Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
<|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": "engin"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0CCBVY3BV"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"},
{"price": "$14.61"},
{"price": "$13.15"},
{"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Style": "BE-277 1-Pack"}],
"promotion_items": [{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}],
"comparison_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}]
<|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": "2025-04-21T19:31:06.870Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engine air filter oem\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)\", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus\", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles\", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White\", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)\", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency\", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V\", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n{\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)\", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024\", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\", \"asin\": \"B00KYJ23HA\"},\n{\"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\", \"asin\": \"B0000UUX34\"},\n{\"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\", \"asin\": \"B000V5SP92\"}],\n\"search_results\": [{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n{\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n{\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon.\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n{\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n{\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n{\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:10.123Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
<|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": "engine air filter oem"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)", "asin": "B08HXBSM4V", "price": "$14.88", "quantity": ""},
{"title": "Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus", "asin": "B01M1FQEGR", "price": "$20.97", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles", "asin": "B000A0CAWQ", "price": "$16.94", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White", "asin": "B0009H51U8", "price": "$18.81", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)", "asin": "B07TL76VF8", "price": "$17.99", "quantity": ""},
{"title": "EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\u20132022), Tundra (2013\u20132021), Sequoia (2014\u20132022) \u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency", "asin": "B0B2LMB4S5", "price": "$14.87", "quantity": ""},
{"title": "ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V", "asin": "B01M1HYDSB", "price": "$12.38", "quantity": ""},
{"title": "EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)", "asin": "B0C6XJ2NHH", "price": "$14.87", "quantity": ""},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024", "asin": "B0DC3LTT1M", "price": "$19.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.", "asin": "B00KYJ23HA"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.", "asin": "B0000UUX34"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.", "asin": "B000V5SP92"}],
"search_results": [{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM", "asin": "B00IGZQFYQ", "price": "$24.40", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041", "asin": "B0DC3TDJ2D", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3244C (84121219) Air Filter", "asin": "B07J5LR4XV", "price": "$34.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles", "asin": "B09F6YNL4K", "price": "$17.08", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B004A0RBSK", "price": "$18.01", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050", "asin": "B0C5ZQVHJV", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B01MRZ2161", "price": "$14.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Denso 143-3005 Air Filter", "asin": "B0153AH28E", "price": "$10.07", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \u2013 Fits V6 Engines (2010\u20132024)", "asin": "B01GIK5924", "price": "$15.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017", "asin": "B0DC34HFRW", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B00NIZZZ5Y", "price": "$15.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona", "asin": "B076BK4D3D", "price": "$17.58", "delivery": "FREE delivery Fri, Apr 25 Only 8 left in stock - order soon."},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B0876XW82W", "price": "$27.41", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon."},
{"title": "EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\u20132018), Santa Fe Sport (2013\u20132016), Santa Fe XL (2013\u20132019) \u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines", "asin": "B0C6XHFRGG", "price": "$14.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon."},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)", "asin": "B081LPNJ96", "price": "$14.31", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B072ZNQGKR", "price": "$29.58", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KIA FILTER-AIR CLEANER", "asin": "B00TOPT5IU", "price": "$29.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon."},
{"title": "EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\u20132021), CR-V 1.5L Gas (2017\u20132022) \u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection", "asin": "B07MFB28F6", "price": "$15.97", "delivery": "FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28"},
{"title": "EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)", "asin": "B08KYLNM72", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386", "asin": "B0DFC53FS2", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051", "asin": "B007OW62J0", "price": "$28.74", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon."},
{"title": "Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA", "asin": "B0DY8RVBT9", "price": "$33.48", "delivery": "FREE delivery Fri, Apr 25 Only 20 left in stock - order soon."},
{"title": "Motorcraft FA1884 Air Filter", "asin": "B00130L816", "price": "$13.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Motorcraft - Element Asy - Air Cleaner (FA1908)", "asin": "B0080B4H6E", "price": "$21.92", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3238C Air Filter", "asin": "B013FSHDBW", "price": "$23.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:31:10.123Z", // 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>
|
2025-04-21T19:31:10.123Z
|
click
|
search
|
rule
|
2025-04-21T19:31:10.123Z
|
click
|
search
|
train
| 1,068 |
2025-04-21T19:31:10.123Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
<|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": "engine air filter oem"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)", "asin": "B08HXBSM4V", "price": "$14.88", "quantity": ""},
{"title": "Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus", "asin": "B01M1FQEGR", "price": "$20.97", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles", "asin": "B000A0CAWQ", "price": "$16.94", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White", "asin": "B0009H51U8", "price": "$18.81", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)", "asin": "B07TL76VF8", "price": "$17.99", "quantity": ""},
{"title": "EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\u20132022), Tundra (2013\u20132021), Sequoia (2014\u20132022) \u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency", "asin": "B0B2LMB4S5", "price": "$14.87", "quantity": ""},
{"title": "ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V", "asin": "B01M1HYDSB", "price": "$12.38", "quantity": ""},
{"title": "EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)", "asin": "B0C6XJ2NHH", "price": "$14.87", "quantity": ""},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024", "asin": "B0DC3LTT1M", "price": "$19.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.", "asin": "B00KYJ23HA"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.", "asin": "B0000UUX34"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.", "asin": "B000V5SP92"}],
"search_results": [{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM", "asin": "B00IGZQFYQ", "price": "$24.40", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041", "asin": "B0DC3TDJ2D", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3244C (84121219) Air Filter", "asin": "B07J5LR4XV", "price": "$34.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles", "asin": "B09F6YNL4K", "price": "$17.08", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B004A0RBSK", "price": "$18.01", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050", "asin": "B0C5ZQVHJV", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B01MRZ2161", "price": "$14.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Denso 143-3005 Air Filter", "asin": "B0153AH28E", "price": "$10.07", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \u2013 Fits V6 Engines (2010\u20132024)", "asin": "B01GIK5924", "price": "$15.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017", "asin": "B0DC34HFRW", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B00NIZZZ5Y", "price": "$15.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona", "asin": "B076BK4D3D", "price": "$17.58", "delivery": "FREE delivery Fri, Apr 25 Only 8 left in stock - order soon."},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B0876XW82W", "price": "$27.41", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon."},
{"title": "EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\u20132018), Santa Fe Sport (2013\u20132016), Santa Fe XL (2013\u20132019) \u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines", "asin": "B0C6XHFRGG", "price": "$14.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon."},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)", "asin": "B081LPNJ96", "price": "$14.31", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B072ZNQGKR", "price": "$29.58", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KIA FILTER-AIR CLEANER", "asin": "B00TOPT5IU", "price": "$29.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon."},
{"title": "EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\u20132021), CR-V 1.5L Gas (2017\u20132022) \u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection", "asin": "B07MFB28F6", "price": "$15.97", "delivery": "FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28"},
{"title": "EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)", "asin": "B08KYLNM72", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386", "asin": "B0DFC53FS2", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051", "asin": "B007OW62J0", "price": "$28.74", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon."},
{"title": "Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA", "asin": "B0DY8RVBT9", "price": "$33.48", "delivery": "FREE delivery Fri, Apr 25 Only 20 left in stock - order soon."},
{"title": "Motorcraft FA1884 Air Filter", "asin": "B00130L816", "price": "$13.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Motorcraft - Element Asy - Air Cleaner (FA1908)", "asin": "B0080B4H6E", "price": "$21.92", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3238C Air Filter", "asin": "B013FSHDBW", "price": "$23.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:31:10.123Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engine air filter oem\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)\", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus\", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles\", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White\", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)\", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency\", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V\", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n{\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)\", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024\", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\", \"asin\": \"B00KYJ23HA\"},\n{\"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\", \"asin\": \"B0000UUX34\"},\n{\"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\", \"asin\": \"B000V5SP92\"}],\n\"search_results\": [{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n{\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n{\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon.\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n{\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28\"},\n{\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n{\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n{\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:12.310Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "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": "engine air filter oem"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)", "asin": "B08HXBSM4V", "price": "$14.88", "quantity": ""},
{"title": "Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus", "asin": "B01M1FQEGR", "price": "$20.97", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles", "asin": "B000A0CAWQ", "price": "$16.94", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White", "asin": "B0009H51U8", "price": "$18.81", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)", "asin": "B07TL76VF8", "price": "$17.99", "quantity": ""},
{"title": "EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\u20132022), Tundra (2013\u20132021), Sequoia (2014\u20132022) \u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency", "asin": "B0B2LMB4S5", "price": "$14.87", "quantity": ""},
{"title": "ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V", "asin": "B01M1HYDSB", "price": "$12.38", "quantity": ""},
{"title": "EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)", "asin": "B0C6XJ2NHH", "price": "$14.87", "quantity": ""},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024", "asin": "B0DC3LTT1M", "price": "$19.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.", "asin": "B00KYJ23HA"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.", "asin": "B0000UUX34"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.", "asin": "B000V5SP92"}],
"search_results": [{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM", "asin": "B00IGZQFYQ", "price": "$24.40", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041", "asin": "B0DC3TDJ2D", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3244C (84121219) Air Filter", "asin": "B07J5LR4XV", "price": "$34.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles", "asin": "B09F6YNL4K", "price": "$17.08", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B004A0RBSK", "price": "$18.01", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050", "asin": "B0C5ZQVHJV", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B01MRZ2161", "price": "$14.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Denso 143-3005 Air Filter", "asin": "B0153AH28E", "price": "$10.07", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \u2013 Fits V6 Engines (2010\u20132024)", "asin": "B01GIK5924", "price": "$15.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017", "asin": "B0DC34HFRW", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B00NIZZZ5Y", "price": "$15.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona", "asin": "B076BK4D3D", "price": "$17.58", "delivery": "FREE delivery Fri, Apr 25 Only 8 left in stock - order soon."},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B0876XW82W", "price": "$27.41", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon."},
{"title": "EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\u20132018), Santa Fe Sport (2013\u20132016), Santa Fe XL (2013\u20132019) \u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines", "asin": "B0C6XHFRGG", "price": "$14.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon."},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)", "asin": "B081LPNJ96", "price": "$14.31", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B072ZNQGKR", "price": "$29.58", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KIA FILTER-AIR CLEANER", "asin": "B00TOPT5IU", "price": "$29.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon."},
{"title": "EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\u20132021), CR-V 1.5L Gas (2017\u20132022) \u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection", "asin": "B07MFB28F6", "price": "$15.97", "delivery": "FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28"},
{"title": "EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)", "asin": "B08KYLNM72", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386", "asin": "B0DFC53FS2", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051", "asin": "B007OW62J0", "price": "$28.74", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon."},
{"title": "Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA", "asin": "B0DY8RVBT9", "price": "$33.48", "delivery": "FREE delivery Fri, Apr 25 Only 20 left in stock - order soon."},
{"title": "Motorcraft FA1884 Air Filter", "asin": "B00130L816", "price": "$13.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Motorcraft - Element Asy - Air Cleaner (FA1908)", "asin": "B0080B4H6E", "price": "$21.92", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3238C Air Filter", "asin": "B013FSHDBW", "price": "$23.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:31:12.310Z", // 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>
|
2025-04-21T19:31:12.310Z
|
input
|
engine air filter and
|
rule
|
2025-04-21T19:31:12.310Z
|
input
|
engine air filter and
|
train
| 1,069 |
2025-04-21T19:31:12.310Z
|
input
|
engine air filter and
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "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": "engine air filter oem"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)", "asin": "B08HXBSM4V", "price": "$14.88", "quantity": ""},
{"title": "Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus", "asin": "B01M1FQEGR", "price": "$20.97", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles", "asin": "B000A0CAWQ", "price": "$16.94", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White", "asin": "B0009H51U8", "price": "$18.81", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)", "asin": "B07TL76VF8", "price": "$17.99", "quantity": ""},
{"title": "EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\u20132022), Tundra (2013\u20132021), Sequoia (2014\u20132022) \u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency", "asin": "B0B2LMB4S5", "price": "$14.87", "quantity": ""},
{"title": "ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V", "asin": "B01M1HYDSB", "price": "$12.38", "quantity": ""},
{"title": "EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)", "asin": "B0C6XJ2NHH", "price": "$14.87", "quantity": ""},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024", "asin": "B0DC3LTT1M", "price": "$19.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.", "asin": "B00KYJ23HA"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.", "asin": "B0000UUX34"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.", "asin": "B000V5SP92"}],
"search_results": [{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM", "asin": "B00IGZQFYQ", "price": "$24.40", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041", "asin": "B0DC3TDJ2D", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3244C (84121219) Air Filter", "asin": "B07J5LR4XV", "price": "$34.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles", "asin": "B09F6YNL4K", "price": "$17.08", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B004A0RBSK", "price": "$18.01", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050", "asin": "B0C5ZQVHJV", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B01MRZ2161", "price": "$14.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Denso 143-3005 Air Filter", "asin": "B0153AH28E", "price": "$10.07", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \u2013 Fits V6 Engines (2010\u20132024)", "asin": "B01GIK5924", "price": "$15.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017", "asin": "B0DC34HFRW", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B00NIZZZ5Y", "price": "$15.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona", "asin": "B076BK4D3D", "price": "$17.58", "delivery": "FREE delivery Fri, Apr 25 Only 8 left in stock - order soon."},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B0876XW82W", "price": "$27.41", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon."},
{"title": "EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\u20132018), Santa Fe Sport (2013\u20132016), Santa Fe XL (2013\u20132019) \u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines", "asin": "B0C6XHFRGG", "price": "$14.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon."},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)", "asin": "B081LPNJ96", "price": "$14.31", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B072ZNQGKR", "price": "$29.58", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KIA FILTER-AIR CLEANER", "asin": "B00TOPT5IU", "price": "$29.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon."},
{"title": "EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\u20132021), CR-V 1.5L Gas (2017\u20132022) \u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection", "asin": "B07MFB28F6", "price": "$15.97", "delivery": "FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28"},
{"title": "EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)", "asin": "B08KYLNM72", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386", "asin": "B0DFC53FS2", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051", "asin": "B007OW62J0", "price": "$28.74", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon."},
{"title": "Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA", "asin": "B0DY8RVBT9", "price": "$33.48", "delivery": "FREE delivery Fri, Apr 25 Only 20 left in stock - order soon."},
{"title": "Motorcraft FA1884 Air Filter", "asin": "B00130L816", "price": "$13.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Motorcraft - Element Asy - Air Cleaner (FA1908)", "asin": "B0080B4H6E", "price": "$21.92", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3238C Air Filter", "asin": "B013FSHDBW", "price": "$23.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:31:12.310Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engine air filter and \"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator \", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) \", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n{\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus \", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles \", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White \", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) \", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency \", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V \", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n{\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) \", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 \", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\", \"asin\": \"B00KYJ23HA\"},\n{\"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\", \"asin\": \"B0000UUX34\"},\n{\"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\", \"asin\": \"B000V5SP92\"}],\n\"search_results\": [{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n{\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n{\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon.\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n{\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28\"},\n{\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n{\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n{\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:12.418Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
<|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": "engine air filter and "}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator ", "asin": "B00AKEVU50", "price": "$17.20", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) ", "asin": "B08HXBSM4V", "price": "$14.88", "quantity": ""},
{"title": "Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus ", "asin": "B01M1FQEGR", "price": "$20.97", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles ", "asin": "B000A0CAWQ", "price": "$16.94", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White ", "asin": "B0009H51U8", "price": "$18.81", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) ", "asin": "B07TL76VF8", "price": "$17.99", "quantity": ""},
{"title": "EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\u20132022), Tundra (2013\u20132021), Sequoia (2014\u20132022) \u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency ", "asin": "B0B2LMB4S5", "price": "$14.87", "quantity": ""},
{"title": "ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V ", "asin": "B01M1HYDSB", "price": "$12.38", "quantity": ""},
{"title": "EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) ", "asin": "B0C6XJ2NHH", "price": "$14.87", "quantity": ""},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 ", "asin": "B0DC3LTT1M", "price": "$19.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.", "asin": "B00KYJ23HA"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.", "asin": "B0000UUX34"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.", "asin": "B000V5SP92"}],
"search_results": [{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM", "asin": "B00IGZQFYQ", "price": "$24.40", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041", "asin": "B0DC3TDJ2D", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3244C (84121219) Air Filter", "asin": "B07J5LR4XV", "price": "$34.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles", "asin": "B09F6YNL4K", "price": "$17.08", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B004A0RBSK", "price": "$18.01", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050", "asin": "B0C5ZQVHJV", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B01MRZ2161", "price": "$14.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Denso 143-3005 Air Filter", "asin": "B0153AH28E", "price": "$10.07", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \u2013 Fits V6 Engines (2010\u20132024)", "asin": "B01GIK5924", "price": "$15.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017", "asin": "B0DC34HFRW", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B00NIZZZ5Y", "price": "$15.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona", "asin": "B076BK4D3D", "price": "$17.58", "delivery": "FREE delivery Fri, Apr 25 Only 8 left in stock - order soon."},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B0876XW82W", "price": "$27.41", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon."},
{"title": "EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\u20132018), Santa Fe Sport (2013\u20132016), Santa Fe XL (2013\u20132019) \u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines", "asin": "B0C6XHFRGG", "price": "$14.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon."},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)", "asin": "B081LPNJ96", "price": "$14.31", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B072ZNQGKR", "price": "$29.58", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KIA FILTER-AIR CLEANER", "asin": "B00TOPT5IU", "price": "$29.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon."},
{"title": "EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\u20132021), CR-V 1.5L Gas (2017\u20132022) \u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection", "asin": "B07MFB28F6", "price": "$15.97", "delivery": "FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28"},
{"title": "EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)", "asin": "B08KYLNM72", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386", "asin": "B0DFC53FS2", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051", "asin": "B007OW62J0", "price": "$28.74", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon."},
{"title": "Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA", "asin": "B0DY8RVBT9", "price": "$33.48", "delivery": "FREE delivery Fri, Apr 25 Only 20 left in stock - order soon."},
{"title": "Motorcraft FA1884 Air Filter", "asin": "B00130L816", "price": "$13.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Motorcraft - Element Asy - Air Cleaner (FA1908)", "asin": "B0080B4H6E", "price": "$21.92", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3238C Air Filter", "asin": "B013FSHDBW", "price": "$23.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:31:12.418Z", // 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>
|
2025-04-21T19:31:12.418Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:31:12.418Z
|
click
|
suggested_term
|
train
| 1,070 |
2025-04-21T19:31:12.418Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
<|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": "engine air filter and "}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator ", "asin": "B00AKEVU50", "price": "$17.20", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) ", "asin": "B08HXBSM4V", "price": "$14.88", "quantity": ""},
{"title": "Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus ", "asin": "B01M1FQEGR", "price": "$20.97", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles ", "asin": "B000A0CAWQ", "price": "$16.94", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White ", "asin": "B0009H51U8", "price": "$18.81", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) ", "asin": "B07TL76VF8", "price": "$17.99", "quantity": ""},
{"title": "EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\u20132022), Tundra (2013\u20132021), Sequoia (2014\u20132022) \u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency ", "asin": "B0B2LMB4S5", "price": "$14.87", "quantity": ""},
{"title": "ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V ", "asin": "B01M1HYDSB", "price": "$12.38", "quantity": ""},
{"title": "EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) ", "asin": "B0C6XJ2NHH", "price": "$14.87", "quantity": ""},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 ", "asin": "B0DC3LTT1M", "price": "$19.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.", "asin": "B00KYJ23HA"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.", "asin": "B0000UUX34"},
{"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.", "asin": "B000V5SP92"}],
"search_results": [{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM", "asin": "B00IGZQFYQ", "price": "$24.40", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041", "asin": "B0DC3TDJ2D", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3244C (84121219) Air Filter", "asin": "B07J5LR4XV", "price": "$34.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles", "asin": "B09F6YNL4K", "price": "$17.08", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B004A0RBSK", "price": "$18.01", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050", "asin": "B0C5ZQVHJV", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B01MRZ2161", "price": "$14.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Denso 143-3005 Air Filter", "asin": "B0153AH28E", "price": "$10.07", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \u2013 Fits V6 Engines (2010\u20132024)", "asin": "B01GIK5924", "price": "$15.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017", "asin": "B0DC34HFRW", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B00NIZZZ5Y", "price": "$15.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona", "asin": "B076BK4D3D", "price": "$17.58", "delivery": "FREE delivery Fri, Apr 25 Only 8 left in stock - order soon."},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B0876XW82W", "price": "$27.41", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon."},
{"title": "EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\u20132018), Santa Fe Sport (2013\u20132016), Santa Fe XL (2013\u20132019) \u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines", "asin": "B0C6XHFRGG", "price": "$14.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon."},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)", "asin": "B081LPNJ96", "price": "$14.31", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B072ZNQGKR", "price": "$29.58", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KIA FILTER-AIR CLEANER", "asin": "B00TOPT5IU", "price": "$29.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon."},
{"title": "EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\u20132021), CR-V 1.5L Gas (2017\u20132022) \u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection", "asin": "B07MFB28F6", "price": "$15.97", "delivery": "FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28"},
{"title": "EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)", "asin": "B08KYLNM72", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386", "asin": "B0DFC53FS2", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051", "asin": "B007OW62J0", "price": "$28.74", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon."},
{"title": "Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA", "asin": "B0DY8RVBT9", "price": "$33.48", "delivery": "FREE delivery Fri, Apr 25 Only 20 left in stock - order soon."},
{"title": "Motorcraft FA1884 Air Filter", "asin": "B00130L816", "price": "$13.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Motorcraft - Element Asy - Air Cleaner (FA1908)", "asin": "B0080B4H6E", "price": "$21.92", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3238C Air Filter", "asin": "B013FSHDBW", "price": "$23.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:31:12.418Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engine air filter and cabin filter combo\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"ads\": [{\"title\": \"Forccord Cabin & Engine Air Filter Fit for Rogue 2.5L(2014-20), Rogue 2.0L Hybrid(2017-19), Rogue Sport 2.0L(2017-22), Qashqai 2.0L(2017-23) Activated Carbon Filter Replace#CF11854 CA11858\", \"asin\": \"B0D9XZJQKM\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:13.510Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
<|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": "engine air filter and cabin filter combo"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Forccord Cabin & Engine Air Filter Fit for Rogue 2.5L(2014-20), Rogue 2.0L Hybrid(2017-19), Rogue Sport 2.0L(2017-22), Qashqai 2.0L(2017-23) Activated Carbon Filter Replace#CF11854 CA11858", "asin": "B0D9XZJQKM"}]
<|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": "2025-04-21T19:31:13.510Z", // 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>
|
2025-04-21T19:31:13.510Z
|
click
|
search
|
rule
|
2025-04-21T19:31:13.510Z
|
click
|
search
|
train
| 1,071 |
2025-04-21T19:31:13.510Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
<|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": "engine air filter and cabin filter combo"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"ads": [{"title": "Forccord Cabin & Engine Air Filter Fit for Rogue 2.5L(2014-20), Rogue 2.0L Hybrid(2017-19), Rogue Sport 2.0L(2017-22), Qashqai 2.0L(2017-23) Activated Carbon Filter Replace#CF11854 CA11858", "asin": "B0D9XZJQKM"}]
<|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": "2025-04-21T19:31:13.510Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engine air filter and cabin filter combo subaru forester 2020\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"Puroma 2 Pack Cabin Air Filter with Multiple Fiber Layers Replacement for CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, 4Runner, Tundra, Prius, Sienna, Lexus, Scion, Subaru, Jaguar \", \"asin\": \"B087TRPKYJ\", \"price\": \"$14.85\", \"quantity\": \"\"},\n{\"title\": \"Cabin Air Filter and Engine Air Filter Fit for 2016 2017 2018 RAV4 L4 2.5L Hybrid Electric/Gas ONLY Activated Carbon Cabin Filter Replacement CF10285 17801-37020 \", \"asin\": \"B0DQNWWTFZ\", \"price\": \"$20.88\", \"quantity\": \"\"},\n{\"title\": \"BNX TruFilter C7055 Cabin Air Filter, HEPA 99.97%, MADE IN USA, Compatible With Toyota Camry, Corolla, Highlander, RAV4, Tundra, Prius, 4Runner; Subaru Outback, Legacy; Lexus RX, GS, GX, IS, LS, ES \", \"asin\": \"B0CNS8TZRH\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"EPAuto CP134 (CF10134) Premium Cabin Air Filter includes Activated Carbon \", \"asin\": \"B014TZAUU6\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter, Fits Like OEM, Up to 25% Longer Lasting w/Activated Carbon (BE-819) \", \"asin\": \"B07664H4P2\", \"price\": \"$12.41\", \"quantity\": \"\"},\n{\"title\": \"FUN-DRIVING 2 PACK FD727 Cabin Air Filter for ELANTRA (2021-2023),SANTA CRUZ (2022-2023),SANTA FE (2021-2023),TUCSON (2022-2023),K5 21-23,SORENTO 2021-2023,SONATA 2020-2023,GV60 23,NIRO 23,SPORTAGE 23 \", \"asin\": \"B0BXXJ9GQS\", \"price\": \"$12.52\", \"quantity\": \"\"},\n{\"title\": \"FUN-DRIVING 2 Pack FD182 Cabin air filter for Civic,CR-V,CR-Z,Fit,HR-V,Insight,Replace CF11182,CP182,80292-TF0-G01 \", \"asin\": \"B07SFDD99K\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"FUN-DRIVING 3 Pack FD157 Cabin Air Filter for AVALON/CAMRY/COROLLA/PRIUS/PRIUS PRIME/RAV4,ES350/RX350/RX350L/RX450H/RX450HL,CX-9,Replace 87139-0E040/TK48-61-J6X \", \"asin\": \"B07QXW3WKP\", \"price\": \"$20.33\", \"quantity\": \"\"},\n{\"title\": \"PHILTOP Cabin Air Filter, Replacement for Air Filter Durango 2011-2021, Grand Cherokee 2011-2021, Premium ACF037(CF11183) Cabin Filter with Activated Carbon Clean Airflow, Filter Up Dust Pollen \", \"asin\": \"B098DWY2YC\", \"price\": \"$11.69\", \"quantity\": \"\"},\n{\"title\": \"Cabin air filter with Activated Carbon for CAPTIVA SPORT (2012-2015), EQUINOX (2010-2017), Azera (2012-2017),Santa Fe (2013-2018), Santa Fe Sport (2013-2018),TERRAIN (2010-2017\\uff09 \", \"asin\": \"B0CBYZGQV1\", \"price\": \"$15.10\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Forccord Cabin & Engine Air Filter Fit for Rogue 2.5L(2014-20), Rogue 2.0L Hybrid(2017-19), Rogue Sport 2.0L(2017-22), Qashqai 2.0L(2017-23) Activated Carbon Filter Replace#CF11854 CA11858\", \"asin\": \"B0D9XZJQKM\"}],\n\"search_results\": [{\"title\": \"Engine and Cabin Air Filter Combo Set Compatible With Toyota Scion Pontiac Vehicle Corolla 2009-2019 Matrix 2009-2014 Yaris 2006-2018, xD 2008-2014, Vibe 2009-2010 Replace# 87139-07010 17801-21050\", \"asin\": \"B0D8SR6THX\", \"price\": \"$13.86\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FUN-DRIVING Cabin & Engine Filter for Tucson(2023-2022), Santa Fe(2023-2021),Sonata(2023-2020),Santa Cruz(2023-2022),K5(2023-2021),SORENTO 2.5L (23-21),Sportage 2.5L(2023),not for hybrid\", \"asin\": \"B0CH7S6RN7\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"ApplianPar Engine and Cabin Air Filter Combo Set for Lexus CT200H 2011-2017 NX300H for Toyota Prius RAV4 for Toyota Prius\", \"asin\": \"B0DHRSZDXV\", \"price\": \"$12.74\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"CA10190 CF10285 Combo Engine Air Filter Set Replacement for 2009-2019 Toyota Corolla Pontiac Vibe Scion XD\", \"asin\": \"B0BHHX9TWX\", \"price\": \"$15.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Combo CP134 CF10134 Cabin Air Filter with Activated Carbon and CA12061 Engine Air Filter Fits for 2016-2021 Honda Pilot Ridgeline Passport 2016-2020 Acura MDX Replaces CA11876 XA10486\", \"asin\": \"B0BLH1MT8K\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Engine & Cabin Air Filter Combo Set for Hyundai Palisade 2020 2021 2022 2023 2024, Replace 97133S8000 28113A9100 CA11943 S8C79AC000\", \"asin\": \"B0DJX64SQT\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"2PCS Cabin Engine Air Filter Kit JM802 JMAA00 Fits for 2016-2021 Civic L4 1.5L, 2017-2022 CR-V CRV L4 1.5L, Replacement for CF11182, CA12050, 80292-TF0-G01, 172205AAA00\", \"asin\": \"B0DSPKFTNY\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Engine Air Filter & Cabin Air Filter Combo Set Compatible With Nissan Vehicle Rogue 2021 2022 2023 2.5L 1.5L Replace# 16546-6RA0A 27277-6RC0A 165466RA0A 272776RC0A\", \"asin\": \"B0DJQQ37SJ\", \"price\": \"$19.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"PREMIUM COMBO Set AIR FILTER & CABIN AIR FILTER For Nissan Rogue 2021-2024, 27277-6CA0A and 16546-6RA0A\", \"asin\": \"B0CS9R5GHX\", \"price\": \"$19.90\", \"delivery\": \"FREE delivery Tue, Apr 29 Or fastest delivery Apr 23 - 24\"},\n{\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Hyundai & Kia - Kona 18-22, Tucson 16-21, Veloster 19-21, Venue 20-23, Seltos 21-23, Soul 20-23, Sportage 17-22\", \"asin\": \"B0BLYMYFPY\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"BOSCH 5060WS Workshop Engine Air Filter - Compatible with Select Dodge Dakota, Durango, Ram Trucks; Jeep Cherokee, Comanche, Wagoneer; Mitsubishi Raider; Ram Dakota\", \"asin\": \"B00VC1A4BG\", \"price\": \"$9.11\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"16546-6RA0A 27277-6RC0A Engine Air Filter and Cabin Air Filter with Activated Carbon Compatible with Nissan Rogue 2021 2022 2023 2024 2025\", \"asin\": \"B0D4PFQC3Q\", \"price\": \"$21.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Cabin Engine Air Filter Kit for Hyundai Elantra 1.4L 1.6L 2.0L(2017-2020), Kia Forte Forte5 1.6L 2.0L (2020-2024), Elantra GT (2018-2020), 97133F2000 28113F2000\", \"asin\": \"B0CZ4DM7XY\", \"price\": \"$27.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Engine & Cabin Air Filter Combo Set for Nissan Altima (2.5L Only) 2019 2020 2021 2022 2023 2024 2025, Replace 272775NA1A 165466CA0A CA12551\", \"asin\": \"B0DJX6X4GZ\", \"price\": \"$28.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"FRAM Fresh Breeze Cabin Air Filter with Arm & Hammer Baking Soda, CF11173 for Nissan Vehicles\", \"asin\": \"B00EAOIKVI\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"X AUTOHAUX Engine Air Filter + Cabin Air Filter for Kia Forte ForteKoup Forte5 2014-2018 Air Filter Combo Set for Engine Protection and Increase Performance 28113-3X000, 97133-2H000, C2H79-AP\", \"asin\": \"B0C73YKC39\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2Pcs Cabin Engine Air Filter Kit JM802 JM1722 Fits for 2021-2024 TLX 2.0L, 2018-2024 Odyssey, Replacement for CF11182, CA12061, 80292TF0G01, 17220-5J6-A10\", \"asin\": \"B0DSPKPPTD\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Engine & Cabin Air Filter Replacement 28113-F2000 97133-F2000 Compatible with Hyundai Elantra 2017-2020 Compatible with Hyundai Elantra GT 2018 2019 28113F2000 97133F2000\", \"asin\": \"B0CSK9YQFF\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"EPAuto CP134 (CF10134) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TZAUU6\", \"price\": \"$9.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"MOTOALL Engine Air Filter & Cabin Air Filter Combo Set Replaces# 16546-V0100 27277-3JC1C Fit for Nissan Altima Maxima Murano Pathfinder for INFINITI QX60 2013-2021\", \"asin\": \"B0DC6MF81S\", \"price\": \"$19.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\"},\n{\"title\": \"Cabin & Engine Air Filter Combo \\u2013 CF12157 for clean air, CA12377 for engine life & fuel efficiency \\u2013 Fits 2019-22 Lexus ES350, 2019-22 Toyota Avalon, 2018-22 Camry, 2020-22 Highlander\", \"asin\": \"B0DHBQ35MW\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Tested MERV 13 Cabin Air Filter with Activated Carbon, CF11181 for Cadillac XLR (2004-2009), Chevrolet Corvette (2005-2019), Replace OE: 15861929, 22862632, 15848592, 19338010\", \"asin\": \"B0DBYBWVKM\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Cabin Air Filter For Tesla Model 3 Model Y 2016 2017 2018 2019 2020 2021 2022 2023 2024 HEPA 2 Pack, w/Upgraded Coconut Shell Activated Carbon\", \"asin\": \"B0DDK79P9R\", \"price\": \"$18.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2017-24 Model 3, 2020-24 Model Y Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-111)\", \"asin\": \"B082VW2L5F\", \"price\": \"$18.83\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Premium Engine & Cabin Air Filter Combo \\u2013 OEM-Quality Replacement for 2017-2018 Hyundai Santa Fe Sport & 2015-2021 Kia Sedona \\u2013 Enhanced Airflow & Protection\", \"asin\": \"B0DHBL674X\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ApplianPar Engine and Cabin Air Filter Combo Set for Toyota Corolla Matrix Yaris for Scion XD IM for Pontiac Vibe L4\", \"asin\": \"B0DKF8M6TW\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"Premium Cabin and Engine Air Filter Combo Pack - Fits 2007-2017 Lexus LS460, 2013-2018 Lexus ES300h and Toyota Avalon, 2012-2017 Toyota Camry, and 2013-2018 Toyota RAV4\", \"asin\": \"B0DHBQ81VH\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/Arm and Hammer Baking Soda, Easy Install, CF10285 for Toyota Vehicles , white\", \"asin\": \"B001CEG90I\", \"price\": \"$10.29\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by Amazon Or fastest delivery Apr 28 - May 1\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:19.324Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "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": "engine air filter and cabin filter combo subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "Puroma 2 Pack Cabin Air Filter with Multiple Fiber Layers Replacement for CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, 4Runner, Tundra, Prius, Sienna, Lexus, Scion, Subaru, Jaguar ", "asin": "B087TRPKYJ", "price": "$14.85", "quantity": ""},
{"title": "Cabin Air Filter and Engine Air Filter Fit for 2016 2017 2018 RAV4 L4 2.5L Hybrid Electric/Gas ONLY Activated Carbon Cabin Filter Replacement CF10285 17801-37020 ", "asin": "B0DQNWWTFZ", "price": "$20.88", "quantity": ""},
{"title": "BNX TruFilter C7055 Cabin Air Filter, HEPA 99.97%, MADE IN USA, Compatible With Toyota Camry, Corolla, Highlander, RAV4, Tundra, Prius, 4Runner; Subaru Outback, Legacy; Lexus RX, GS, GX, IS, LS, ES ", "asin": "B0CNS8TZRH", "price": "$11.99", "quantity": ""},
{"title": "EPAuto CP134 (CF10134) Premium Cabin Air Filter includes Activated Carbon ", "asin": "B014TZAUU6", "price": "$9.97", "quantity": ""},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter, Fits Like OEM, Up to 25% Longer Lasting w/Activated Carbon (BE-819) ", "asin": "B07664H4P2", "price": "$12.41", "quantity": ""},
{"title": "FUN-DRIVING 2 PACK FD727 Cabin Air Filter for ELANTRA (2021-2023),SANTA CRUZ (2022-2023),SANTA FE (2021-2023),TUCSON (2022-2023),K5 21-23,SORENTO 2021-2023,SONATA 2020-2023,GV60 23,NIRO 23,SPORTAGE 23 ", "asin": "B0BXXJ9GQS", "price": "$12.52", "quantity": ""},
{"title": "FUN-DRIVING 2 Pack FD182 Cabin air filter for Civic,CR-V,CR-Z,Fit,HR-V,Insight,Replace CF11182,CP182,80292-TF0-G01 ", "asin": "B07SFDD99K", "price": "$16.97", "quantity": ""},
{"title": "FUN-DRIVING 3 Pack FD157 Cabin Air Filter for AVALON/CAMRY/COROLLA/PRIUS/PRIUS PRIME/RAV4,ES350/RX350/RX350L/RX450H/RX450HL,CX-9,Replace 87139-0E040/TK48-61-J6X ", "asin": "B07QXW3WKP", "price": "$20.33", "quantity": ""},
{"title": "PHILTOP Cabin Air Filter, Replacement for Air Filter Durango 2011-2021, Grand Cherokee 2011-2021, Premium ACF037(CF11183) Cabin Filter with Activated Carbon Clean Airflow, Filter Up Dust Pollen ", "asin": "B098DWY2YC", "price": "$11.69", "quantity": ""},
{"title": "Cabin air filter with Activated Carbon for CAPTIVA SPORT (2012-2015), EQUINOX (2010-2017), Azera (2012-2017),Santa Fe (2013-2018), Santa Fe Sport (2013-2018),TERRAIN (2010-2017\uff09 ", "asin": "B0CBYZGQV1", "price": "$15.10", "quantity": ""}],
"ads": [{"title": "Forccord Cabin & Engine Air Filter Fit for Rogue 2.5L(2014-20), Rogue 2.0L Hybrid(2017-19), Rogue Sport 2.0L(2017-22), Qashqai 2.0L(2017-23) Activated Carbon Filter Replace#CF11854 CA11858", "asin": "B0D9XZJQKM"}],
"search_results": [{"title": "Engine and Cabin Air Filter Combo Set Compatible With Toyota Scion Pontiac Vehicle Corolla 2009-2019 Matrix 2009-2014 Yaris 2006-2018, xD 2008-2014, Vibe 2009-2010 Replace# 87139-07010 17801-21050", "asin": "B0D8SR6THX", "price": "$13.86", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FUN-DRIVING Cabin & Engine Filter for Tucson(2023-2022), Santa Fe(2023-2021),Sonata(2023-2020),Santa Cruz(2023-2022),K5(2023-2021),SORENTO 2.5L (23-21),Sportage 2.5L(2023),not for hybrid", "asin": "B0CH7S6RN7", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "ApplianPar Engine and Cabin Air Filter Combo Set for Lexus CT200H 2011-2017 NX300H for Toyota Prius RAV4 for Toyota Prius", "asin": "B0DHRSZDXV", "price": "$12.74", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "CA10190 CF10285 Combo Engine Air Filter Set Replacement for 2009-2019 Toyota Corolla Pontiac Vibe Scion XD", "asin": "B0BHHX9TWX", "price": "$15.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Combo CP134 CF10134 Cabin Air Filter with Activated Carbon and CA12061 Engine Air Filter Fits for 2016-2021 Honda Pilot Ridgeline Passport 2016-2020 Acura MDX Replaces CA11876 XA10486", "asin": "B0BLH1MT8K", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Engine & Cabin Air Filter Combo Set for Hyundai Palisade 2020 2021 2022 2023 2024, Replace 97133S8000 28113A9100 CA11943 S8C79AC000", "asin": "B0DJX64SQT", "price": "$24.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2PCS Cabin Engine Air Filter Kit JM802 JMAA00 Fits for 2016-2021 Civic L4 1.5L, 2017-2022 CR-V CRV L4 1.5L, Replacement for CF11182, CA12050, 80292-TF0-G01, 172205AAA00", "asin": "B0DSPKFTNY", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Engine Air Filter & Cabin Air Filter Combo Set Compatible With Nissan Vehicle Rogue 2021 2022 2023 2.5L 1.5L Replace# 16546-6RA0A 27277-6RC0A 165466RA0A 272776RC0A", "asin": "B0DJQQ37SJ", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PREMIUM COMBO Set AIR FILTER & CABIN AIR FILTER For Nissan Rogue 2021-2024, 27277-6CA0A and 16546-6RA0A", "asin": "B0CS9R5GHX", "price": "$19.90", "delivery": "FREE delivery Tue, Apr 29 Or fastest delivery Apr 23 - 24"},
{"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Hyundai & Kia - Kona 18-22, Tucson 16-21, Veloster 19-21, Venue 20-23, Seltos 21-23, Soul 20-23, Sportage 17-22", "asin": "B0BLYMYFPY", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "BOSCH 5060WS Workshop Engine Air Filter - Compatible with Select Dodge Dakota, Durango, Ram Trucks; Jeep Cherokee, Comanche, Wagoneer; Mitsubishi Raider; Ram Dakota", "asin": "B00VC1A4BG", "price": "$9.11", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "16546-6RA0A 27277-6RC0A Engine Air Filter and Cabin Air Filter with Activated Carbon Compatible with Nissan Rogue 2021 2022 2023 2024 2025", "asin": "B0D4PFQC3Q", "price": "$21.79", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Cabin Engine Air Filter Kit for Hyundai Elantra 1.4L 1.6L 2.0L(2017-2020), Kia Forte Forte5 1.6L 2.0L (2020-2024), Elantra GT (2018-2020), 97133F2000 28113F2000", "asin": "B0CZ4DM7XY", "price": "$27.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine & Cabin Air Filter Combo Set for Nissan Altima (2.5L Only) 2019 2020 2021 2022 2023 2024 2025, Replace 272775NA1A 165466CA0A CA12551", "asin": "B0DJX6X4GZ", "price": "$28.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Fresh Breeze Cabin Air Filter with Arm & Hammer Baking Soda, CF11173 for Nissan Vehicles", "asin": "B00EAOIKVI", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "X AUTOHAUX Engine Air Filter + Cabin Air Filter for Kia Forte ForteKoup Forte5 2014-2018 Air Filter Combo Set for Engine Protection and Increase Performance 28113-3X000, 97133-2H000, C2H79-AP", "asin": "B0C73YKC39", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2Pcs Cabin Engine Air Filter Kit JM802 JM1722 Fits for 2021-2024 TLX 2.0L, 2018-2024 Odyssey, Replacement for CF11182, CA12061, 80292TF0G01, 17220-5J6-A10", "asin": "B0DSPKPPTD", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Engine & Cabin Air Filter Replacement 28113-F2000 97133-F2000 Compatible with Hyundai Elantra 2017-2020 Compatible with Hyundai Elantra GT 2018 2019 28113F2000 97133F2000", "asin": "B0CSK9YQFF", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP134 (CF10134) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TZAUU6", "price": "$9.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "MOTOALL Engine Air Filter & Cabin Air Filter Combo Set Replaces# 16546-V0100 27277-3JC1C Fit for Nissan Altima Maxima Murano Pathfinder for INFINITI QX60 2013-2021", "asin": "B0DC6MF81S", "price": "$19.95", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon."},
{"title": "Cabin & Engine Air Filter Combo \u2013 CF12157 for clean air, CA12377 for engine life & fuel efficiency \u2013 Fits 2019-22 Lexus ES350, 2019-22 Toyota Avalon, 2018-22 Camry, 2020-22 Highlander", "asin": "B0DHBQ35MW", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Tested MERV 13 Cabin Air Filter with Activated Carbon, CF11181 for Cadillac XLR (2004-2009), Chevrolet Corvette (2005-2019), Replace OE: 15861929, 22862632, 15848592, 19338010", "asin": "B0DBYBWVKM", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Cabin Air Filter For Tesla Model 3 Model Y 2016 2017 2018 2019 2020 2021 2022 2023 2024 HEPA 2 Pack, w/Upgraded Coconut Shell Activated Carbon", "asin": "B0DDK79P9R", "price": "$18.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2017-24 Model 3, 2020-24 Model Y Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-111)", "asin": "B082VW2L5F", "price": "$18.83", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Engine & Cabin Air Filter Combo \u2013 OEM-Quality Replacement for 2017-2018 Hyundai Santa Fe Sport & 2015-2021 Kia Sedona \u2013 Enhanced Airflow & Protection", "asin": "B0DHBL674X", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ApplianPar Engine and Cabin Air Filter Combo Set for Toyota Corolla Matrix Yaris for Scion XD IM for Pontiac Vibe L4", "asin": "B0DKF8M6TW", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Premium Cabin and Engine Air Filter Combo Pack - Fits 2007-2017 Lexus LS460, 2013-2018 Lexus ES300h and Toyota Avalon, 2012-2017 Toyota Camry, and 2013-2018 Toyota RAV4", "asin": "B0DHBQ81VH", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/Arm and Hammer Baking Soda, Easy Install, CF10285 for Toyota Vehicles , white", "asin": "B001CEG90I", "price": "$10.29", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by Amazon Or fastest delivery Apr 28 - May 1"}]
<|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": "2025-04-21T19:31:19.324Z", // 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>
|
2025-04-21T19:31:19.324Z
|
click
|
search
|
rule
|
2025-04-21T19:31:19.324Z
|
click
|
search
|
train
| 1,072 |
2025-04-21T19:31:19.324Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "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": "engine air filter and cabin filter combo subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "Puroma 2 Pack Cabin Air Filter with Multiple Fiber Layers Replacement for CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, 4Runner, Tundra, Prius, Sienna, Lexus, Scion, Subaru, Jaguar ", "asin": "B087TRPKYJ", "price": "$14.85", "quantity": ""},
{"title": "Cabin Air Filter and Engine Air Filter Fit for 2016 2017 2018 RAV4 L4 2.5L Hybrid Electric/Gas ONLY Activated Carbon Cabin Filter Replacement CF10285 17801-37020 ", "asin": "B0DQNWWTFZ", "price": "$20.88", "quantity": ""},
{"title": "BNX TruFilter C7055 Cabin Air Filter, HEPA 99.97%, MADE IN USA, Compatible With Toyota Camry, Corolla, Highlander, RAV4, Tundra, Prius, 4Runner; Subaru Outback, Legacy; Lexus RX, GS, GX, IS, LS, ES ", "asin": "B0CNS8TZRH", "price": "$11.99", "quantity": ""},
{"title": "EPAuto CP134 (CF10134) Premium Cabin Air Filter includes Activated Carbon ", "asin": "B014TZAUU6", "price": "$9.97", "quantity": ""},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter, Fits Like OEM, Up to 25% Longer Lasting w/Activated Carbon (BE-819) ", "asin": "B07664H4P2", "price": "$12.41", "quantity": ""},
{"title": "FUN-DRIVING 2 PACK FD727 Cabin Air Filter for ELANTRA (2021-2023),SANTA CRUZ (2022-2023),SANTA FE (2021-2023),TUCSON (2022-2023),K5 21-23,SORENTO 2021-2023,SONATA 2020-2023,GV60 23,NIRO 23,SPORTAGE 23 ", "asin": "B0BXXJ9GQS", "price": "$12.52", "quantity": ""},
{"title": "FUN-DRIVING 2 Pack FD182 Cabin air filter for Civic,CR-V,CR-Z,Fit,HR-V,Insight,Replace CF11182,CP182,80292-TF0-G01 ", "asin": "B07SFDD99K", "price": "$16.97", "quantity": ""},
{"title": "FUN-DRIVING 3 Pack FD157 Cabin Air Filter for AVALON/CAMRY/COROLLA/PRIUS/PRIUS PRIME/RAV4,ES350/RX350/RX350L/RX450H/RX450HL,CX-9,Replace 87139-0E040/TK48-61-J6X ", "asin": "B07QXW3WKP", "price": "$20.33", "quantity": ""},
{"title": "PHILTOP Cabin Air Filter, Replacement for Air Filter Durango 2011-2021, Grand Cherokee 2011-2021, Premium ACF037(CF11183) Cabin Filter with Activated Carbon Clean Airflow, Filter Up Dust Pollen ", "asin": "B098DWY2YC", "price": "$11.69", "quantity": ""},
{"title": "Cabin air filter with Activated Carbon for CAPTIVA SPORT (2012-2015), EQUINOX (2010-2017), Azera (2012-2017),Santa Fe (2013-2018), Santa Fe Sport (2013-2018),TERRAIN (2010-2017\uff09 ", "asin": "B0CBYZGQV1", "price": "$15.10", "quantity": ""}],
"ads": [{"title": "Forccord Cabin & Engine Air Filter Fit for Rogue 2.5L(2014-20), Rogue 2.0L Hybrid(2017-19), Rogue Sport 2.0L(2017-22), Qashqai 2.0L(2017-23) Activated Carbon Filter Replace#CF11854 CA11858", "asin": "B0D9XZJQKM"}],
"search_results": [{"title": "Engine and Cabin Air Filter Combo Set Compatible With Toyota Scion Pontiac Vehicle Corolla 2009-2019 Matrix 2009-2014 Yaris 2006-2018, xD 2008-2014, Vibe 2009-2010 Replace# 87139-07010 17801-21050", "asin": "B0D8SR6THX", "price": "$13.86", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FUN-DRIVING Cabin & Engine Filter for Tucson(2023-2022), Santa Fe(2023-2021),Sonata(2023-2020),Santa Cruz(2023-2022),K5(2023-2021),SORENTO 2.5L (23-21),Sportage 2.5L(2023),not for hybrid", "asin": "B0CH7S6RN7", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "ApplianPar Engine and Cabin Air Filter Combo Set for Lexus CT200H 2011-2017 NX300H for Toyota Prius RAV4 for Toyota Prius", "asin": "B0DHRSZDXV", "price": "$12.74", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "CA10190 CF10285 Combo Engine Air Filter Set Replacement for 2009-2019 Toyota Corolla Pontiac Vibe Scion XD", "asin": "B0BHHX9TWX", "price": "$15.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Combo CP134 CF10134 Cabin Air Filter with Activated Carbon and CA12061 Engine Air Filter Fits for 2016-2021 Honda Pilot Ridgeline Passport 2016-2020 Acura MDX Replaces CA11876 XA10486", "asin": "B0BLH1MT8K", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Engine & Cabin Air Filter Combo Set for Hyundai Palisade 2020 2021 2022 2023 2024, Replace 97133S8000 28113A9100 CA11943 S8C79AC000", "asin": "B0DJX64SQT", "price": "$24.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2PCS Cabin Engine Air Filter Kit JM802 JMAA00 Fits for 2016-2021 Civic L4 1.5L, 2017-2022 CR-V CRV L4 1.5L, Replacement for CF11182, CA12050, 80292-TF0-G01, 172205AAA00", "asin": "B0DSPKFTNY", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Engine Air Filter & Cabin Air Filter Combo Set Compatible With Nissan Vehicle Rogue 2021 2022 2023 2.5L 1.5L Replace# 16546-6RA0A 27277-6RC0A 165466RA0A 272776RC0A", "asin": "B0DJQQ37SJ", "price": "$19.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PREMIUM COMBO Set AIR FILTER & CABIN AIR FILTER For Nissan Rogue 2021-2024, 27277-6CA0A and 16546-6RA0A", "asin": "B0CS9R5GHX", "price": "$19.90", "delivery": "FREE delivery Tue, Apr 29 Or fastest delivery Apr 23 - 24"},
{"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Hyundai & Kia - Kona 18-22, Tucson 16-21, Veloster 19-21, Venue 20-23, Seltos 21-23, Soul 20-23, Sportage 17-22", "asin": "B0BLYMYFPY", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "BOSCH 5060WS Workshop Engine Air Filter - Compatible with Select Dodge Dakota, Durango, Ram Trucks; Jeep Cherokee, Comanche, Wagoneer; Mitsubishi Raider; Ram Dakota", "asin": "B00VC1A4BG", "price": "$9.11", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "16546-6RA0A 27277-6RC0A Engine Air Filter and Cabin Air Filter with Activated Carbon Compatible with Nissan Rogue 2021 2022 2023 2024 2025", "asin": "B0D4PFQC3Q", "price": "$21.79", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Cabin Engine Air Filter Kit for Hyundai Elantra 1.4L 1.6L 2.0L(2017-2020), Kia Forte Forte5 1.6L 2.0L (2020-2024), Elantra GT (2018-2020), 97133F2000 28113F2000", "asin": "B0CZ4DM7XY", "price": "$27.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine & Cabin Air Filter Combo Set for Nissan Altima (2.5L Only) 2019 2020 2021 2022 2023 2024 2025, Replace 272775NA1A 165466CA0A CA12551", "asin": "B0DJX6X4GZ", "price": "$28.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Fresh Breeze Cabin Air Filter with Arm & Hammer Baking Soda, CF11173 for Nissan Vehicles", "asin": "B00EAOIKVI", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "X AUTOHAUX Engine Air Filter + Cabin Air Filter for Kia Forte ForteKoup Forte5 2014-2018 Air Filter Combo Set for Engine Protection and Increase Performance 28113-3X000, 97133-2H000, C2H79-AP", "asin": "B0C73YKC39", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2Pcs Cabin Engine Air Filter Kit JM802 JM1722 Fits for 2021-2024 TLX 2.0L, 2018-2024 Odyssey, Replacement for CF11182, CA12061, 80292TF0G01, 17220-5J6-A10", "asin": "B0DSPKPPTD", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Engine & Cabin Air Filter Replacement 28113-F2000 97133-F2000 Compatible with Hyundai Elantra 2017-2020 Compatible with Hyundai Elantra GT 2018 2019 28113F2000 97133F2000", "asin": "B0CSK9YQFF", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP134 (CF10134) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TZAUU6", "price": "$9.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "MOTOALL Engine Air Filter & Cabin Air Filter Combo Set Replaces# 16546-V0100 27277-3JC1C Fit for Nissan Altima Maxima Murano Pathfinder for INFINITI QX60 2013-2021", "asin": "B0DC6MF81S", "price": "$19.95", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon."},
{"title": "Cabin & Engine Air Filter Combo \u2013 CF12157 for clean air, CA12377 for engine life & fuel efficiency \u2013 Fits 2019-22 Lexus ES350, 2019-22 Toyota Avalon, 2018-22 Camry, 2020-22 Highlander", "asin": "B0DHBQ35MW", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Tested MERV 13 Cabin Air Filter with Activated Carbon, CF11181 for Cadillac XLR (2004-2009), Chevrolet Corvette (2005-2019), Replace OE: 15861929, 22862632, 15848592, 19338010", "asin": "B0DBYBWVKM", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Cabin Air Filter For Tesla Model 3 Model Y 2016 2017 2018 2019 2020 2021 2022 2023 2024 HEPA 2 Pack, w/Upgraded Coconut Shell Activated Carbon", "asin": "B0DDK79P9R", "price": "$18.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2017-24 Model 3, 2020-24 Model Y Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-111)", "asin": "B082VW2L5F", "price": "$18.83", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Engine & Cabin Air Filter Combo \u2013 OEM-Quality Replacement for 2017-2018 Hyundai Santa Fe Sport & 2015-2021 Kia Sedona \u2013 Enhanced Airflow & Protection", "asin": "B0DHBL674X", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ApplianPar Engine and Cabin Air Filter Combo Set for Toyota Corolla Matrix Yaris for Scion XD IM for Pontiac Vibe L4", "asin": "B0DKF8M6TW", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Premium Cabin and Engine Air Filter Combo Pack - Fits 2007-2017 Lexus LS460, 2013-2018 Lexus ES300h and Toyota Avalon, 2012-2017 Toyota Camry, and 2013-2018 Toyota RAV4", "asin": "B0DHBQ81VH", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/Arm and Hammer Baking Soda, Easy Install, CF10285 for Toyota Vehicles , white", "asin": "B001CEG90I", "price": "$10.29", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by Amazon Or fastest delivery Apr 28 - May 1"}]
<|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": "2025-04-21T19:31:19.324Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engine air filter and cabin filter combo subaru forester 2020\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A \", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A \", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 \", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek \", \"asin\": \"B0D7Z1C2GC\", \"price\": \"$13.85\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n{\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n{\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115\", \"asin\": \"B0CX59N39F\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n{\"title\": \"ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021\", \"asin\": \"B00CT30SSU\", \"price\": \"$14.67\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295\", \"asin\": \"B0CP7NJG21\", \"price\": \"$29.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon.\"},\n{\"title\": \"FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022\", \"asin\": \"B0CL9GXXS3\", \"price\": \"$17.89\", \"delivery\": \"FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12\"},\n{\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n{\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n{\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:36.428Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "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": "engine air filter and cabin filter combo subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A ", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
{"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A ", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A ", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": ""},
{"title": "White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 ", "asin": "B08PKF73L8", "price": "$13.89", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek ", "asin": "B0D7Z1C2GC", "price": "$13.85", "quantity": ""}],
"search_results": [{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories", "asin": "B0BB2CX4C1", "price": "$15.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.", "asin": "B0CYG8YNHF", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B07YMM9MYL", "price": "$15.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon."},
{"title": "VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023", "asin": "B0CQPH2G2M", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115", "asin": "B0CX59N39F", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021", "asin": "B00CT30SSU", "price": "$14.67", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM", "asin": "B0979MD868", "price": "$27.99", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295", "asin": "B0CP7NJG21", "price": "$29.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon."},
{"title": "FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022", "asin": "B0CL9GXXS3", "price": "$17.89", "delivery": "FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12"},
{"title": "ECOGARD XA11536 Premium Engine Air Filter Fits 2019\u20132026 Subaru Forester, 2018\u20132026 Crosstrek, 2020\u20132025 Outback, 2019\u20132025 Ascent, 2017\u20132025 Impreza, 2021\u20132026 Crosstrek, 2020\u20132025 Legacy", "asin": "B07FK6DZQX", "price": "$27.59", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:31:36.428Z", // 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>
|
2025-04-21T19:31:36.428Z
|
click_product
|
B0DC6MJ3SP
|
rule
|
2025-04-21T19:31:36.428Z
|
click_product
|
B0DC6MJ3SP
|
train
| 1,073 |
2025-04-21T19:31:36.428Z
|
click_product
|
B0DC6MJ3SP
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "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": "engine air filter and cabin filter combo subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A ", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
{"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A ", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A ", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": ""},
{"title": "White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 ", "asin": "B08PKF73L8", "price": "$13.89", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek ", "asin": "B0D7Z1C2GC", "price": "$13.85", "quantity": ""}],
"search_results": [{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories", "asin": "B0BB2CX4C1", "price": "$15.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.", "asin": "B0CYG8YNHF", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B07YMM9MYL", "price": "$15.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon."},
{"title": "VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023", "asin": "B0CQPH2G2M", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115", "asin": "B0CX59N39F", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021", "asin": "B00CT30SSU", "price": "$14.67", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM", "asin": "B0979MD868", "price": "$27.99", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295", "asin": "B0CP7NJG21", "price": "$29.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon."},
{"title": "FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022", "asin": "B0CL9GXXS3", "price": "$17.89", "delivery": "FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12"},
{"title": "ECOGARD XA11536 Premium Engine Air Filter Fits 2019\u20132026 Subaru Forester, 2018\u20132026 Crosstrek, 2020\u20132025 Outback, 2019\u20132025 Ascent, 2017\u20132025 Impreza, 2021\u20132026 Crosstrek, 2020\u20132025 Legacy", "asin": "B07FK6DZQX", "price": "$27.59", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}]
<|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": "2025-04-21T19:31:36.428Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"engine air filter and cabin filter combo subaru forester 2020\"}],\n\"cart_items\": [{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0DC6MJ3SP\"},\n{\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\"},\n{\"price\": \"$25.99\"},\n{\"bullet_list\": \"[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \\u3010High-efficiency Purification\\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \\u3010Low Resistance Design\\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \\u3010Reference Number\\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \\u3010Seamless Setup\\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"19-23 Forester\"}],\n\"promotion_items\": [{\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n{\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n{\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n{\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n{\"title\": \"2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...\", \"asin\": \"B0DH2FK14K\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...\", \"asin\": \"B0C64Z37JN\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...\", \"asin\": \"B0CB8B2RJF\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...\", \"asin\": \"B0CL6J5ZKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n{\"title\": \"SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943\", \"asin\": \"B0DQ8Y7G8W\", \"price\": \"$28.79\", \"quantity\": \"\"},\n{\"title\": \"Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories\", \"asin\": \"B0CD7J3LPW\", \"price\": \"$25.88\", \"quantity\": \"\"},\n{\"title\": \"Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories\", \"asin\": \"B0BZYW7H56\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA\", \"asin\": \"B0CL9FGHF7\", \"price\": \"$20.00\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\"},\n{\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\"},\n{\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:32:59.010Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
<|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": "engine air filter and cabin filter combo subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DC6MJ3SP"},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A"},
{"price": "$25.99"},
{"bullet_list": "[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \u3010High-efficiency Purification\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \u3010Low Resistance Design\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \u3010Reference Number\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \u3010Seamless Setup\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "19-23 Forester"}],
"promotion_items": [{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
{"title": "Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
{"title": "2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...", "asin": "B0DH2FK14K", "price": "$21.99", "quantity": ""},
{"title": "JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...", "asin": "B0C64Z37JN", "price": "$22.99", "quantity": ""},
{"title": "2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...", "asin": "B0CB8B2RJF", "price": "$19.88", "quantity": ""},
{"title": "2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...", "asin": "B0CM68R9FP", "price": "$19.88", "quantity": ""},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"title": "QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...", "asin": "B0CL6J5ZKY", "price": "$26.99", "quantity": ""},
{"title": "ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
{"title": "SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943", "asin": "B0DQ8Y7G8W", "price": "$28.79", "quantity": ""},
{"title": "Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories", "asin": "B0CD7J3LPW", "price": "$25.88", "quantity": ""},
{"title": "Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories", "asin": "B0BZYW7H56", "price": "$18.99", "quantity": ""},
{"title": "RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"title": "N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA", "asin": "B0CL9FGHF7", "price": "$20.00", "quantity": ""}],
"comparison_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09"},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064", "asin": "B0DHHLP1Q2", "price": "$19.73"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34"}]
<|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": "2025-04-21T19:32:59.010Z", // 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>
|
2025-04-21T19:32:59.010Z
|
purchase
|
B0DC6MJ3SP
|
rule
|
2025-04-21T19:32:59.010Z
|
purchase
|
B0DC6MJ3SP
|
train
| 1,074 |
2025-04-21T19:32:59.010Z
|
purchase
|
B0DC6MJ3SP
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "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": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
<|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": "engine air filter and cabin filter combo subaru forester 2020"}],
"cart_items": [{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0DC6MJ3SP"},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A"},
{"price": "$25.99"},
{"bullet_list": "[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \u3010High-efficiency Purification\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \u3010Low Resistance Design\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \u3010Reference Number\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \u3010Seamless Setup\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "19-23 Forester"}],
"promotion_items": [{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
{"title": "Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
{"title": "2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...", "asin": "B0DH2FK14K", "price": "$21.99", "quantity": ""},
{"title": "JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...", "asin": "B0C64Z37JN", "price": "$22.99", "quantity": ""},
{"title": "2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...", "asin": "B0CB8B2RJF", "price": "$19.88", "quantity": ""},
{"title": "2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...", "asin": "B0CM68R9FP", "price": "$19.88", "quantity": ""},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"title": "QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...", "asin": "B0CL6J5ZKY", "price": "$26.99", "quantity": ""},
{"title": "ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
{"title": "SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943", "asin": "B0DQ8Y7G8W", "price": "$28.79", "quantity": ""},
{"title": "Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories", "asin": "B0CD7J3LPW", "price": "$25.88", "quantity": ""},
{"title": "Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories", "asin": "B0BZYW7H56", "price": "$18.99", "quantity": ""},
{"title": "RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"title": "N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA", "asin": "B0CL9FGHF7", "price": "$20.00", "quantity": ""}],
"comparison_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09"},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064", "asin": "B0DHHLP1Q2", "price": "$19.73"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34"}]
<|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": "2025-04-21T19:32:59.010Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"promotion_items\": [{\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"\", \"price\": \"$14.50\", \"quantity\": \"\"},\n{\"title\": \"14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354\", \"asin\": \"\", \"price\": \"$7.79\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n{\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n{\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n{\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n{\"title\": \"Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$71.91\", \"quantity\": \"\"},\n{\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n{\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:01.756Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "", "price": "$14.50", "quantity": ""},
{"title": "14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354", "asin": "", "price": "$7.79", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "", "quantity": ""},
{"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "", "price": "", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
{"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
{"title": "Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$71.91", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
{"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
{"title": "Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories", "asin": "", "price": "$32.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:33:01.756Z", // 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>
|
2025-04-21T19:33:01.756Z
|
click
|
nav_bar
|
rule
|
2025-04-21T19:33:01.756Z
|
click
|
nav_bar
|
train
| 1,075 |
2025-04-21T19:33:01.756Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"promotion_items": [{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "", "price": "$14.50", "quantity": ""},
{"title": "14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354", "asin": "", "price": "$7.79", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "", "quantity": ""},
{"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "", "price": "", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
{"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
{"title": "Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$71.91", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
{"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
{"title": "Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories", "asin": "", "price": "$32.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-21T19:33:01.756Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n{\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n{\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:10.911Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
<|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": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "quantity": ""},
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$25.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "BE-277 1-Pack"}]},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:33:10.911Z", // 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>
|
2025-04-21T19:33:10.911Z
|
click
|
quantity
|
rule
|
2025-04-21T19:33:10.911Z
|
click
|
quantity
|
train
| 1,076 |
2025-04-21T19:33:10.911Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
<|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": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "quantity": ""},
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$25.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "BE-277 1-Pack"}]},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:33:10.911Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n{\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:20.255Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "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": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "quantity": ""},
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$25.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:33:20.255Z", // 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>
|
2025-04-21T19:33:20.255Z
|
click
|
other
|
rule
|
2025-04-21T19:33:20.255Z
|
click
|
other
|
train
| 1,077 |
2025-04-21T19:33:20.255Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "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": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "quantity": ""},
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$25.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"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 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": "2025-04-21T19:33:20.255Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-20T21:10:20.778Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n{\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n{\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n{\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n{\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:26.185Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
<|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": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "quantity": ""},
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$25.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "options": [{"Color": "1-2 Decks"}]},
{"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 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": "2025-04-21T19:33:26.185Z", // 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>
|
2025-04-21T19:33:26.185Z
|
purchase
|
B0DC6MJ3SP, B01FFOY006
|
rule
|
2025-04-21T19:33:26.185Z
|
purchase
|
B0DC6MJ3SP, B01FFOY006
|
train
| 1,078 |
2025-04-21T19:33:26.185Z
|
purchase
|
B0DC6MJ3SP, B01FFOY006
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-20T21:10:20.778Z", "action": "click", "action_argument": "search"}
{"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"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
<|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": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "quantity": ""},
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$25.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "options": [{"Color": "1-2 Decks"}]},
{"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 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": "2025-04-21T19:33:26.185Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.40\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}],\n\"product_details\": [{\"asin\": \"B0CXHFTRM5\"},\n{\"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\"},\n{\"price\": \"$59.99\"},\n{\"bullet_list\": \"ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Alloy Silver\"}],\n\"promotion_items\": [{\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92\", \"asin\": \"B0CLX1573H\", \"price\": \"$63.96\", \"quantity\": \"\"},\n{\"title\": \"Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...\", \"asin\": \"B0DW8HC69R\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display\", \"asin\": \"B0DYP4TJSH\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...\", \"asin\": \"B0DWX39Q7H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"MANSCAPED\\u00ae The Handyman\\u2122 Compact Face Shaver \\u2013 Portable Men\\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\\u00ae Foil Blades\", \"asin\": \"B0C9LKH31T\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"MANSCAPED\\u00ae The Chairman\\u2122 PRO Men\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\", \"asin\": \"B0DDQV59B3\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...\", \"asin\": \"B0DZ1XK6Z8\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\", \"asin\": \"B0CXHFTRM5\", \"price\": \"$59.99\"},\n{\"title\": \"Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)\", \"asin\": \"B0D25QQVP6\", \"price\": \"$29.99\"},\n{\"title\": \"Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black\", \"asin\": \"B0D8F1XL49\", \"price\": \"$24.99\"},\n{\"title\": \"Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel\", \"asin\": \"B0DS8N2Q1K\", \"price\": \"$59.99\"},\n{\"title\": \"yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver\", \"asin\": \"B0BTYTPMTC\", \"price\": \"$24.50\"},\n{\"title\": \"Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)\", \"asin\": \"B0DXDQC2H4\", \"price\": \"$29.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T13:00:14.715Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.40"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CXHFTRM5"},
{"title": "yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver"},
{"price": "$59.99"},
{"bullet_list": "ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Alloy Silver"}],
"promotion_items": [{"title": "Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...", "asin": "B0DWXCS4YN", "price": "$38.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...", "asin": "B0DNMVLQZR", "price": "$39.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...", "asin": "B0DWXB3T5Y", "price": "$37.99", "quantity": ""},
{"title": "Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92", "asin": "B0CLX1573H", "price": "$63.96", "quantity": ""},
{"title": "Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...", "asin": "B0DW8HC69R", "price": "$39.99", "quantity": ""},
{"title": "Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display", "asin": "B0DYP4TJSH", "price": "$32.99", "quantity": ""},
{"title": "Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...", "asin": "B0DWX39Q7H", "price": "$39.99", "quantity": ""},
{"title": "MANSCAPED\u00ae The Handyman\u2122 Compact Face Shaver \u2013 Portable Men\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\u00ae Foil Blades", "asin": "B0C9LKH31T", "price": "$63.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...", "asin": "B0DNMVLQZR", "price": "$39.99", "quantity": ""},
{"title": "Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...", "asin": "B0DWXCS4YN", "price": "$38.99", "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": "MANSCAPED\u00ae The Chairman\u2122 PRO Men\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck", "asin": "B0DDQV59B3", "price": "$119.99", "quantity": ""},
{"title": "Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...", "asin": "B0DZ1XK6Z8", "price": "$38.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...", "asin": "B0DWXB3T5Y", "price": "$37.99", "quantity": ""}],
"comparison_items": [{"title": "yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver", "asin": "B0CXHFTRM5", "price": "$59.99"},
{"title": "Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)", "asin": "B0D25QQVP6", "price": "$29.99"},
{"title": "Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black", "asin": "B0D8F1XL49", "price": "$24.99"},
{"title": "Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel", "asin": "B0DS8N2Q1K", "price": "$59.99"},
{"title": "yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver", "asin": "B0BTYTPMTC", "price": "$24.50"},
{"title": "Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)", "asin": "B0DXDQC2H4", "price": "$29.99"}]
<|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": "2025-04-23T13:00:14.715Z", // 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>
|
2025-04-23T13:00:14.715Z
|
click
|
other
|
rule
|
2025-04-23T13:00:14.715Z
|
click
|
other
|
train
| 1,079 |
2025-04-23T13:00:14.715Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.40"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CXHFTRM5"},
{"title": "yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver"},
{"price": "$59.99"},
{"bullet_list": "ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Alloy Silver"}],
"promotion_items": [{"title": "Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...", "asin": "B0DWXCS4YN", "price": "$38.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...", "asin": "B0DNMVLQZR", "price": "$39.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...", "asin": "B0DWXB3T5Y", "price": "$37.99", "quantity": ""},
{"title": "Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92", "asin": "B0CLX1573H", "price": "$63.96", "quantity": ""},
{"title": "Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...", "asin": "B0DW8HC69R", "price": "$39.99", "quantity": ""},
{"title": "Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display", "asin": "B0DYP4TJSH", "price": "$32.99", "quantity": ""},
{"title": "Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...", "asin": "B0DWX39Q7H", "price": "$39.99", "quantity": ""},
{"title": "MANSCAPED\u00ae The Handyman\u2122 Compact Face Shaver \u2013 Portable Men\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\u00ae Foil Blades", "asin": "B0C9LKH31T", "price": "$63.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...", "asin": "B0DNMVLQZR", "price": "$39.99", "quantity": ""},
{"title": "Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...", "asin": "B0DWXCS4YN", "price": "$38.99", "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": "MANSCAPED\u00ae The Chairman\u2122 PRO Men\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck", "asin": "B0DDQV59B3", "price": "$119.99", "quantity": ""},
{"title": "Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...", "asin": "B0DZ1XK6Z8", "price": "$38.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...", "asin": "B0DWXB3T5Y", "price": "$37.99", "quantity": ""}],
"comparison_items": [{"title": "yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver", "asin": "B0CXHFTRM5", "price": "$59.99"},
{"title": "Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)", "asin": "B0D25QQVP6", "price": "$29.99"},
{"title": "Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black", "asin": "B0D8F1XL49", "price": "$24.99"},
{"title": "Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel", "asin": "B0DS8N2Q1K", "price": "$59.99"},
{"title": "yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver", "asin": "B0BTYTPMTC", "price": "$24.50"},
{"title": "Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)", "asin": "B0DXDQC2H4", "price": "$29.99"}]
<|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": "2025-04-23T13:00:14.715Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Feather No.45 Replacement Blade\", \"asin\": \"B00DWGCEL2\", \"price\": \"$15.25\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"/promo/AFW2Y565Y56CD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"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\": \"$24.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T13:57:33.298Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
<|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 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": "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": "$29.96", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""},
{"title": "Feather No.45 Replacement Blade", "asin": "B00DWGCEL2", "price": "$15.25", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "/promo/AFW2Y565Y56CD", "price": "$24.99", "quantity": ""},
{"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": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "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": "$24.96", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "options": [{"Color": "1-2 Decks"}]},
{"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 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": "2025-04-23T13:57:33.298Z", // 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>
|
2025-04-23T13:57:33.298Z
|
click
|
search
|
rule
|
2025-04-23T13:57:33.298Z
|
click
|
search
|
train
| 1,080 |
2025-04-23T13:57:33.298Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
<|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 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": "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": "$29.96", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""},
{"title": "Feather No.45 Replacement Blade", "asin": "B00DWGCEL2", "price": "$15.25", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "/promo/AFW2Y565Y56CD", "price": "$24.99", "quantity": ""},
{"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": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "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": "$24.96", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "options": [{"Color": "1-2 Decks"}]},
{"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 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": "2025-04-23T13:57:33.298Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"table\"}],\n\"promotion_items\": [{\"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\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.96\", \"quantity\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Feather No.45 Replacement Blade\", \"asin\": \"B00DWGCEL2\", \"price\": \"$15.25\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"/promo/AFW2Y565Y56CD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"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\": \"$24.96\", \"quantity\": \"\"},\n{\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n{\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T13:57:33.758Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "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": "table"}],
"promotion_items": [{"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": "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": "$29.96", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""},
{"title": "Feather No.45 Replacement Blade", "asin": "B00DWGCEL2", "price": "$15.25", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "/promo/AFW2Y565Y56CD", "price": "$24.99", "quantity": ""},
{"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": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "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": "$24.96", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "options": [{"Color": "1-2 Decks"}]},
{"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 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": "2025-04-23T13:57:33.758Z", // 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>
|
2025-04-23T13:57:33.758Z
|
click
|
search
|
rule
|
2025-04-23T13:57:33.758Z
|
click
|
search
|
train
| 1,081 |
2025-04-23T13:57:33.758Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "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": "table"}],
"promotion_items": [{"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": "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": "$29.96", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""},
{"title": "Feather No.45 Replacement Blade", "asin": "B00DWGCEL2", "price": "$15.25", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "/promo/AFW2Y565Y56CD", "price": "$24.99", "quantity": ""},
{"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": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "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": "$24.96", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "options": [{"Color": "1-2 Decks"}]},
{"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 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": "2025-04-23T13:57:33.758Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"table\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.40\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}],\n\"promotion_items\": [{\"title\": \"SHW Mission 40-Inch Home Office Computer Desk, Black \", \"asin\": \"B08YWYVTS4\", \"price\": \"$65.87\", \"quantity\": \"\"},\n{\"title\": \"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table \", \"asin\": \"B0CYZVFK28\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding \", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"quantity\": \"\"},\n{\"title\": \"Outdoor Metal Frame Rectangle Patio Dining Table with Slat Top and Umbrella Hole 63\\\"x38\\\" for 6 Person - Black \", \"asin\": \"B0CST6Z2BS\", \"price\": \"$174.99\", \"quantity\": \"\"},\n{\"title\": \"EMMA + OLIVER 5-Foot Height Adjustable Bi-Fold Granite White Plastic Folding Table with Handle \", \"asin\": \"B07MWHP4YN\", \"price\": \"$79.79\", \"quantity\": \"\"},\n{\"title\": \"End Table with Shelves 16 Inch Square 2-Tier Coffee Tea Wooden Beside Nightstand for Sofa Couch Bed Industrial Style for Living Room Bedroom Rustic Brown 1PC \", \"asin\": \"B0DNH2Z3CK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Sophia & William Black Expandable Patio Dining Tables Metal Outdoor Table for 6-8 Person Lawn Garden Bistro Rectangular Table \", \"asin\": \"B08L76SZD1\", \"price\": \"$451.99\", \"quantity\": \"\"},\n{\"title\": \"MFSTUDIO Outdoor Patio Dining Table for 6, Rectangle Metal Patio Table 64\\\"x38\\\" Wood-Like Tabletop with Adjustable Umbrella Hole for Deck,Backyard,Lawn,Garden \", \"asin\": \"B0BVRGBBPH\", \"price\": \"$276.99\", \"quantity\": \"\"},\n{\"title\": \"63\\u201d Glass Dining Table Set for 6,Modern Dining Room Table Set for 6,Kitchen Table and PU Leather Chairs for 6, Dinner Table with Rectangle Tempered Glass Top and Chrome Silver Base \", \"asin\": \"B0CSYC6BN5\", \"price\": \"$836.99\", \"quantity\": \"\"},\n{\"title\": \"Dining Table Set for 6, Kitchen Table Chairs Set of 6, Modern Dining Room Set with 63'' Marble Dinner Table PU Leather Upholstered Chairs for Kitchen (White-C, White Table with 6 Chairs) \", \"asin\": \"B0CTHH86XL\", \"price\": \"$699.98\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Carver PRO 3 Head Replacement Blade | Electric Shaver Replacement Heads\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Pitbull Gold PRO Electric Head and Face Shaver\", \"asin\": \"B08GQFV54Z\", \"price\": \"$109.97\", \"quantity\": \"\"},\n{\"title\": \"MANSCAPED\\u00ae The Chairman\\u2122 PRO Men\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\", \"asin\": \"B0DDQV59B3\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Skull Shaver Pitbull Platinum Pro:Head Shaver for Men - Bald Head Shavers with Wet/Dry Technology, Ergonomic Design, Travel Lock, and Accessories. Perfect Grooming Kit and Prime Gift for Men\", \"asin\": \"B081B874K5\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"SH30 Replacement Heads for Philips Norelco Shaver Series 3000, 2000, 1000 and S1560, SH30 Blades for Philips Norelco 3900, 3600, 2400, 6 Pieces of Pack\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"SURKER Electric Shaver Razor Cordless Beard Trimmer for Men Nose Hair Trimmer 3 in 1 Trimmer Grooming Kit Plus 1 Facial Cleansing Brush Waterproof USB Rechargeable Dry Wet\", \"asin\": \"B07W8TQ2QL\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SH98 Replacement Heads for Philips Norelco Shavers Series 9000,Wet/Dry Use, Dual Stainless Steel Blades, for men.\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011-2025 Ford F-150, 2015-2025 Expedition, 2015-2025 Lincoln Navigator, 2011-2016 Ford F-250 Super Duty, 2010-2016 F-350 Super Duty\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n{\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n{\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n{\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"SHW Mission Home Office 48-Inch Computer Desk, Black.\\\" Limited time Deal. Price was $109.99. Current price is $73.03 after 34% off. Eligible for Prime.\", \"asin\": \"B07Q33BDKC\"},\n{\"title\": \"Go to detail page for \\\"SHW Mission 40-Inch Home Office Computer Desk, Black.\\\" sbx-creatives-price. Eligible for Prime.\", \"asin\": \"B08YWYVTS4\"},\n{\"title\": \"Go to detail page for \\\"SHW 55-Inch Commercial-Grade Office Computer Desk, Espresso.\\\" sbx-creatives-price. Eligible for Prime.\", \"asin\": \"B07D5NWDB7\"}],\n\"search_results\": [{\"title\": \"Cubiker Standing Desk, Stand up Height Adjustable Home Office Electric Desk, 40 x 24 Inch Sit Stand Desk with Splice Board, White Desktop\", \"asin\": \"B0DP2QXSB2\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 \"},\n{\"title\": \"SHW Mission 40-Inch Home Office Computer Desk, Black\", \"asin\": \"B08YWYVTS4\", \"price\": \"$65.87\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25 \"},\n{\"title\": \"FEZIBO Electric Standing Desk Adjustable Height, 48 x 24 Inch Sit and Stand Desk, Home Office Desk, Ergonomic Workstation Computer Desk, Rustic Brown\", \"asin\": \"B0DR25DH7V\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n{\"title\": \"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table\", \"asin\": \"B0CYZVFK28\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 28 - 29 \"},\n{\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 48 x 24 Inches Electric Height Adjustable Desk Sit Stand Desk Home Office Desks (Black Frame + Black Table Top)\", \"asin\": \"B08BHPMYGK\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n{\"title\": \"SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black\", \"asin\": \"B0BDFRN629\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT\", \"asin\": \"B0CW1QNTB7\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 29 - May 1\"},\n{\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 29 - May 1\"},\n{\"title\": \"ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black\", \"asin\": \"B0DXTG47TB\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black\", \"asin\": \"B07FKX3H1H\", \"price\": \"$25.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"40 * 24 Electric Standing Desk, Adjustable Height Sit Stand Up Desk, Motorized Home Office Computer Gaming Workstation Desk\", \"asin\": \"B0DDWRHG4V\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 4 left in stock - order soon.\"},\n{\"title\": \"Veken 47.2 Inch Electric Standing Desk, Height Adjustable Sit Stand Up, Wood Desktop, Work Home Office Computer PC Desks, Gaming Writing Study Bedroom Rising Table, Tall Standup Workstation, White\", \"asin\": \"B0CYT8W348\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24 \"},\n{\"title\": \"SANODESK Standing Desk Height Adjustable Electric 40x24 Inches Sit Stand Desk for Home Office with Splice Board, White Frame/Maple Top\", \"asin\": \"B0D83717P5\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n{\"title\": \"Kingant Standing Desk Height Adjustable Small Electric Stand Up Desks [35 x 20 Inch] - Ergonomic Sit Stand Desk Rising Desks for Home Office Computer Desk Stand Desk Workstation\", \"asin\": \"B0DK6P975J\", \"price\": \"$124.99\", \"delivery\": \"FREE delivery Tue, Apr 29 Or fastest delivery Mon, Apr 28 \"},\n{\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding\", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"delivery\": \"FREE delivery Apr 28 - 29 \"},\n{\"title\": \"Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White\", \"asin\": \"B0CGZVJVSN\", \"price\": \"$26.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon\"},\n{\"title\": \"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\", \"asin\": \"B0B93L5WPW\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$34.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Classic Black ULET273B01\", \"asin\": \"B08JV2MTWZ\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HUANUO 48\\\" x 24\\\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Black\", \"asin\": \"B0CFXM4TGG\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery May 1 - 2 \"},\n{\"title\": \"ErGear Whole Piece Standing Desk, Adjustable Stand Up Desk with Cable Management Tray, Electric Computer Workstation for Home Office, 48x24 inch, Black, EGESD64B\", \"asin\": \"B0CSMX88CY\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 28 \"},\n{\"title\": \"Electric Adjustable Height Standing Desk - 40 x 24 inch Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work\", \"asin\": \"B0DKM34HNW\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery May 5 - 8 Or fastest delivery May 1 - 5 \"},\n{\"title\": \"HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame\", \"asin\": \"B0D5L8Z5LG\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Mon, Apr 28 \"},\n{\"title\": \"FLEXISPOT Mobile Standing Desk with Wheels Pneumatic Laptop Desk Rolling Computer Cart Movable Height Adjustable Small Sit Stand Desk Computer Workstations Home Use\\uff0827.6\\\" W x 15.7\\\" D,White\", \"asin\": \"B0DCZHJ4FH\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n{\"title\": \"Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot\", \"asin\": \"B003YJPC2A\", \"price\": \"$44.98\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1\", \"asin\": \"B086KWJXLC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown\", \"asin\": \"B0DQKT5826\", \"price\": \"$26.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01\", \"asin\": \"B09X395CNV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"COSCO Fold-in-Half Banquet Table w/Handle, 6ft, White\", \"asin\": \"B001D25TJQ\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery May 12 - 27 Or fastest delivery May 12 - 26 Only 1 left in stock - order soon.\"},\n{\"title\": \"Gaming Home Office Computer Desk with Monitor Stand, Writing Desk for 2 Monitors, Adjustable Storage Space (Vintage, 47)\", \"asin\": \"B0DZHK4QFR\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Thu, May 1 \"},\n{\"title\": \"Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black\", \"asin\": \"B0CJL65PLM\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\", \"asin\": \"B0CQC7LCMW\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\", \"asin\": \"B0BPH7DLNZ\", \"price\": \"$60.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein\", \"asin\": \"B002VWJZ8S\", \"price\": \"$49.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CHDKQFJ8\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\", \"asin\": \"B0CK8H31Y1\", \"price\": \"$77.96\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\", \"asin\": \"B0C1NWN2JS\", \"price\": \"$39.55\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\", \"asin\": \"B0CBNHYKF7\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite\", \"asin\": \"B0006D50RO\", \"price\": \"$37.90\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black\", \"asin\": \"B0D1CB1R2S\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"FURINNO Simplistic Study Table, Espresso\", \"asin\": \"B00NIYX9LC\", \"price\": \"$15.44\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\"L x 19\\\"W x 26\\\"H\", \"asin\": \"B07MDJM5QD\", \"price\": \"$78.39\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Sofa Armrest Tray Table for Couch - 360\\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)\", \"asin\": \"B0CSFJ16ZV\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Furinno Simplistic Set of 2 End Table, Dark Walnut\", \"asin\": \"B075PYBGKK\", \"price\": \"$40.87\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01\", \"asin\": \"B0CK195P4V\", \"price\": \"$39.59\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\", \"asin\": \"B00OYJCM0O\"},\n{\"title\": \"VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black\", \"asin\": \"B08VDQN8H5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01\", \"asin\": \"B0C1P1XWCT\", \"price\": \"$45.04\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CGLKGYQ7\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01\", \"asin\": \"B0BFGXC4ZK\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\", \"asin\": \"B0CNVVYTX2\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black\", \"asin\": \"B0CMCZWM5G\", \"price\": \"$57.89\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White\", \"asin\": \"B0CB31VBK8\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black\", \"asin\": \"B0C1Y5VL8D\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)\", \"asin\": \"B07HGCMZYM\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Cosco Folding Serving Table, 20\\\" x 48\\\", Antique Linen\", \"asin\": \"B00SOWJS22\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n{\"title\": \"Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending\", \"asin\": \"B0CGLYSTNC\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\", \"asin\": \"B0C4H1VSMX\", \"price\": \"$29.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n{\"title\": \"QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)\", \"asin\": \"B0BV6KN8Q8\", \"price\": \"$39.82\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01\", \"asin\": \"B0C6M33CB7\", \"price\": \"$28.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity\", \"asin\": \"B003QCI4GG\", \"price\": \"$124.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T13:57:59.984Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "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": "table"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.40"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"promotion_items": [{"title": "SHW Mission 40-Inch Home Office Computer Desk, Black ", "asin": "B08YWYVTS4", "price": "$65.87", "quantity": ""},
{"title": "SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table ", "asin": "B0CYZVFK28", "price": "$109.99", "quantity": ""},
{"title": "6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding ", "asin": "B0D8K66FZJ", "price": "$57.50", "quantity": ""},
{"title": "Outdoor Metal Frame Rectangle Patio Dining Table with Slat Top and Umbrella Hole 63\"x38\" for 6 Person - Black ", "asin": "B0CST6Z2BS", "price": "$174.99", "quantity": ""},
{"title": "EMMA + OLIVER 5-Foot Height Adjustable Bi-Fold Granite White Plastic Folding Table with Handle ", "asin": "B07MWHP4YN", "price": "$79.79", "quantity": ""},
{"title": "End Table with Shelves 16 Inch Square 2-Tier Coffee Tea Wooden Beside Nightstand for Sofa Couch Bed Industrial Style for Living Room Bedroom Rustic Brown 1PC ", "asin": "B0DNH2Z3CK", "price": "$45.99", "quantity": ""},
{"title": "Sophia & William Black Expandable Patio Dining Tables Metal Outdoor Table for 6-8 Person Lawn Garden Bistro Rectangular Table ", "asin": "B08L76SZD1", "price": "$451.99", "quantity": ""},
{"title": "MFSTUDIO Outdoor Patio Dining Table for 6, Rectangle Metal Patio Table 64\"x38\" Wood-Like Tabletop with Adjustable Umbrella Hole for Deck,Backyard,Lawn,Garden ", "asin": "B0BVRGBBPH", "price": "$276.99", "quantity": ""},
{"title": "63\u201d Glass Dining Table Set for 6,Modern Dining Room Table Set for 6,Kitchen Table and PU Leather Chairs for 6, Dinner Table with Rectangle Tempered Glass Top and Chrome Silver Base ", "asin": "B0CSYC6BN5", "price": "$836.99", "quantity": ""},
{"title": "Dining Table Set for 6, Kitchen Table Chairs Set of 6, Modern Dining Room Set with 63'' Marble Dinner Table PU Leather Upholstered Chairs for Kitchen (White-C, White Table with 6 Chairs) ", "asin": "B0CTHH86XL", "price": "$699.98", "quantity": ""},
{"title": "Skull Shaver Carver PRO 3 Head Replacement Blade | Electric Shaver Replacement Heads", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "Pitbull Gold PRO Electric Head and Face Shaver", "asin": "B08GQFV54Z", "price": "$109.97", "quantity": ""},
{"title": "MANSCAPED\u00ae The Chairman\u2122 PRO Men\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck", "asin": "B0DDQV59B3", "price": "$119.99", "quantity": ""},
{"title": "Skull Shaver Pitbull Platinum Pro:Head Shaver for Men - Bald Head Shavers with Wet/Dry Technology, Ergonomic Design, Travel Lock, and Accessories. Perfect Grooming Kit and Prime Gift for Men", "asin": "B081B874K5", "price": "$219.99", "quantity": ""},
{"title": "SH30 Replacement Heads for Philips Norelco Shaver Series 3000, 2000, 1000 and S1560, SH30 Blades for Philips Norelco 3900, 3600, 2400, 6 Pieces of Pack", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "SURKER Electric Shaver Razor Cordless Beard Trimmer for Men Nose Hair Trimmer 3 in 1 Trimmer Grooming Kit Plus 1 Facial Cleansing Brush Waterproof USB Rechargeable Dry Wet", "asin": "B07W8TQ2QL", "price": "$29.99", "quantity": ""},
{"title": "SH98 Replacement Heads for Philips Norelco Shavers Series 9000,Wet/Dry Use, Dual Stainless Steel Blades, for men.", "asin": "B0F2DFCDR7", "price": "$34.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011-2025 Ford F-150, 2015-2025 Expedition, 2015-2025 Lincoln Navigator, 2011-2016 Ford F-250 Super Duty, 2010-2016 F-350 Super Duty", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"SHW Mission Home Office 48-Inch Computer Desk, Black.\" Limited time Deal. Price was $109.99. Current price is $73.03 after 34% off. Eligible for Prime.", "asin": "B07Q33BDKC"},
{"title": "Go to detail page for \"SHW Mission 40-Inch Home Office Computer Desk, Black.\" sbx-creatives-price. Eligible for Prime.", "asin": "B08YWYVTS4"},
{"title": "Go to detail page for \"SHW 55-Inch Commercial-Grade Office Computer Desk, Espresso.\" sbx-creatives-price. Eligible for Prime.", "asin": "B07D5NWDB7"}],
"search_results": [{"title": "Cubiker Standing Desk, Stand up Height Adjustable Home Office Electric Desk, 40 x 24 Inch Sit Stand Desk with Splice Board, White Desktop", "asin": "B0DP2QXSB2", "price": "$79.99", "delivery": "FREE delivery Apr 29 - May 1 "},
{"title": "SHW Mission 40-Inch Home Office Computer Desk, Black", "asin": "B08YWYVTS4", "price": "$65.87", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25 "},
{"title": "FEZIBO Electric Standing Desk Adjustable Height, 48 x 24 Inch Sit and Stand Desk, Home Office Desk, Ergonomic Workstation Computer Desk, Rustic Brown", "asin": "B0DR25DH7V", "price": "$89.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table", "asin": "B0CYZVFK28", "price": "$109.99", "delivery": "FREE delivery Apr 28 - 29 "},
{"title": "FLEXISPOT EN1 Whole-Piece Standing Desk 48 x 24 Inches Electric Height Adjustable Desk Sit Stand Desk Home Office Desks (Black Frame + Black Table Top)", "asin": "B08BHPMYGK", "price": "$119.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black", "asin": "B0BDFRN629", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT", "asin": "B0CW1QNTB7", "price": "$49.99", "delivery": "FREE delivery Apr 29 - May 1"},
{"title": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)", "asin": "B0CLRLGY4N", "price": "$19.99", "delivery": "FREE delivery Apr 29 - May 1"},
{"title": "ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black", "asin": "B0DXTG47TB", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28"},
{"title": "Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black", "asin": "B07FKX3H1H", "price": "$25.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "40 * 24 Electric Standing Desk, Adjustable Height Sit Stand Up Desk, Motorized Home Office Computer Gaming Workstation Desk", "asin": "B0DDWRHG4V", "price": "$109.99", "delivery": "FREE delivery Thu, May 1 Only 4 left in stock - order soon."},
{"title": "Veken 47.2 Inch Electric Standing Desk, Height Adjustable Sit Stand Up, Wood Desktop, Work Home Office Computer PC Desks, Gaming Writing Study Bedroom Rising Table, Tall Standup Workstation, White", "asin": "B0CYT8W348", "price": "$179.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24 "},
{"title": "SANODESK Standing Desk Height Adjustable Electric 40x24 Inches Sit Stand Desk for Home Office with Splice Board, White Frame/Maple Top", "asin": "B0D83717P5", "price": "$159.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "Kingant Standing Desk Height Adjustable Small Electric Stand Up Desks [35 x 20 Inch] - Ergonomic Sit Stand Desk Rising Desks for Home Office Computer Desk Stand Desk Workstation", "asin": "B0DK6P975J", "price": "$124.99", "delivery": "FREE delivery Tue, Apr 29 Or fastest delivery Mon, Apr 28 "},
{"title": "6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding", "asin": "B0D8K66FZJ", "price": "$57.50", "delivery": "FREE delivery Apr 28 - 29 "},
{"title": "Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White", "asin": "B0CGZVJVSN", "price": "$26.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon"},
{"title": "Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space", "asin": "B0B93L5WPW", "price": "$53.99", "delivery": "FREE delivery Mon, Apr 28"},
{"title": "Kitstorack TV Tray Table, Adjustable Height & 90\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces", "asin": "B0DGPJZNQ3", "price": "$34.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24"},
{"title": "VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Classic Black ULET273B01", "asin": "B08JV2MTWZ", "price": "$26.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO Narrow Console Table, 29.5\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01", "asin": "B09NL1RH4D", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HUANUO 48\" x 24\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Black", "asin": "B0CFXM4TGG", "price": "$119.99", "delivery": "FREE delivery May 1 - 2 "},
{"title": "ErGear Whole Piece Standing Desk, Adjustable Stand Up Desk with Cable Management Tray, Electric Computer Workstation for Home Office, 48x24 inch, Black, EGESD64B", "asin": "B0CSMX88CY", "price": "$99.99", "delivery": "FREE delivery Mon, Apr 28 "},
{"title": "Electric Adjustable Height Standing Desk - 40 x 24 inch Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work", "asin": "B0DKM34HNW", "price": "$80.99", "delivery": "FREE delivery May 5 - 8 Or fastest delivery May 1 - 5 "},
{"title": "HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame", "asin": "B0D5L8Z5LG", "price": "$319.99", "delivery": "FREE delivery Mon, Apr 28 "},
{"title": "FLEXISPOT Mobile Standing Desk with Wheels Pneumatic Laptop Desk Rolling Computer Cart Movable Height Adjustable Small Sit Stand Desk Computer Workstations Home Use\uff0827.6\" W x 15.7\" D,White", "asin": "B0DCZHJ4FH", "price": "$99.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot", "asin": "B003YJPC2A", "price": "$44.98", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25"},
{"title": "HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1", "asin": "B086KWJXLC", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown", "asin": "B0DQKT5826", "price": "$26.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25"},
{"title": "HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01", "asin": "B09X395CNV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "COSCO Fold-in-Half Banquet Table w/Handle, 6ft, White", "asin": "B001D25TJQ", "price": "$69.99", "delivery": "FREE delivery May 12 - 27 Or fastest delivery May 12 - 26 Only 1 left in stock - order soon."},
{"title": "Gaming Home Office Computer Desk with Monitor Stand, Writing Desk for 2 Monitors, Adjustable Storage Space (Vintage, 47)", "asin": "B0DZHK4QFR", "price": "$53.99", "delivery": "FREE delivery Thu, May 1 "},
{"title": "Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black", "asin": "B0CJL65PLM", "price": "$64.99", "delivery": "FREE delivery Apr 25 - 29"},
{"title": "Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown", "asin": "B0CQC7LCMW", "price": "$56.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White", "asin": "B0BPH7DLNZ", "price": "$60.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein", "asin": "B002VWJZ8S", "price": "$49.00", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown", "asin": "B0CHDKQFJ8", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch", "asin": "B0CK8H31Y1", "price": "$77.96", "delivery": "FREE delivery Mon, Apr 28"},
{"title": "HOOBRO 29.5\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01", "asin": "B0C1NWN2JS", "price": "$39.55", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)", "asin": "B07DRGZMHQ", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black", "asin": "B0CBNHYKF7", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24"},
{"title": "Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite", "asin": "B0006D50RO", "price": "$37.90", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25"},
{"title": "Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black", "asin": "B0D1CB1R2S", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25"},
{"title": "FURINNO Simplistic Study Table, Espresso", "asin": "B00NIYX9LC", "price": "$15.44", "delivery": "FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\"L x 19\"W x 26\"H", "asin": "B07MDJM5QD", "price": "$78.39", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Sofa Armrest Tray Table for Couch - 360\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)", "asin": "B0CSFJ16ZV", "price": "$33.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Furinno Simplistic Set of 2 End Table, Dark Walnut", "asin": "B075PYBGKK", "price": "$40.87", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "HOOBRO 29.5\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01", "asin": "B0CK195P4V", "price": "$39.59", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame", "asin": "B00OYJCM0O"},
{"title": "VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black", "asin": "B08VDQN8H5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24"},
{"title": "HOOBRO 29.5\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01", "asin": "B0C1P1XWCT", "price": "$45.04", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown", "asin": "B0CGLKGYQ7", "price": "$56.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO 29.5\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01", "asin": "B0BFGXC4ZK", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black", "asin": "B0CNVVYTX2", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black", "asin": "B0CMCZWM5G", "price": "$57.89", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01", "asin": "B09MTGKK9R", "price": "$22.99", "delivery": "FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25"},
{"title": "Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White", "asin": "B0CB31VBK8", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black", "asin": "B0C1Y5VL8D", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)", "asin": "B07HGCMZYM", "price": "$49.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Cosco Folding Serving Table, 20\" x 48\", Antique Linen", "asin": "B00SOWJS22", "price": "$44.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending", "asin": "B0CGLYSTNC", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table", "asin": "B0C4H1VSMX", "price": "$29.95", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25"},
{"title": "QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)", "asin": "B0BV6KN8Q8", "price": "$39.82", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01", "asin": "B0C6M33CB7", "price": "$28.79", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity", "asin": "B003QCI4GG", "price": "$124.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"}]
<|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": "2025-04-23T13:57:59.984Z", // 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>
|
2025-04-23T13:57:59.984Z
|
click_product
|
B0CW1QNTB7
|
rule
|
2025-04-23T13:57:59.984Z
|
click_product
|
B0CW1QNTB7
|
train
| 1,082 |
2025-04-23T13:57:59.984Z
|
click_product
|
B0CW1QNTB7
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "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": "table"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.40"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"promotion_items": [{"title": "SHW Mission 40-Inch Home Office Computer Desk, Black ", "asin": "B08YWYVTS4", "price": "$65.87", "quantity": ""},
{"title": "SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table ", "asin": "B0CYZVFK28", "price": "$109.99", "quantity": ""},
{"title": "6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding ", "asin": "B0D8K66FZJ", "price": "$57.50", "quantity": ""},
{"title": "Outdoor Metal Frame Rectangle Patio Dining Table with Slat Top and Umbrella Hole 63\"x38\" for 6 Person - Black ", "asin": "B0CST6Z2BS", "price": "$174.99", "quantity": ""},
{"title": "EMMA + OLIVER 5-Foot Height Adjustable Bi-Fold Granite White Plastic Folding Table with Handle ", "asin": "B07MWHP4YN", "price": "$79.79", "quantity": ""},
{"title": "End Table with Shelves 16 Inch Square 2-Tier Coffee Tea Wooden Beside Nightstand for Sofa Couch Bed Industrial Style for Living Room Bedroom Rustic Brown 1PC ", "asin": "B0DNH2Z3CK", "price": "$45.99", "quantity": ""},
{"title": "Sophia & William Black Expandable Patio Dining Tables Metal Outdoor Table for 6-8 Person Lawn Garden Bistro Rectangular Table ", "asin": "B08L76SZD1", "price": "$451.99", "quantity": ""},
{"title": "MFSTUDIO Outdoor Patio Dining Table for 6, Rectangle Metal Patio Table 64\"x38\" Wood-Like Tabletop with Adjustable Umbrella Hole for Deck,Backyard,Lawn,Garden ", "asin": "B0BVRGBBPH", "price": "$276.99", "quantity": ""},
{"title": "63\u201d Glass Dining Table Set for 6,Modern Dining Room Table Set for 6,Kitchen Table and PU Leather Chairs for 6, Dinner Table with Rectangle Tempered Glass Top and Chrome Silver Base ", "asin": "B0CSYC6BN5", "price": "$836.99", "quantity": ""},
{"title": "Dining Table Set for 6, Kitchen Table Chairs Set of 6, Modern Dining Room Set with 63'' Marble Dinner Table PU Leather Upholstered Chairs for Kitchen (White-C, White Table with 6 Chairs) ", "asin": "B0CTHH86XL", "price": "$699.98", "quantity": ""},
{"title": "Skull Shaver Carver PRO 3 Head Replacement Blade | Electric Shaver Replacement Heads", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "Pitbull Gold PRO Electric Head and Face Shaver", "asin": "B08GQFV54Z", "price": "$109.97", "quantity": ""},
{"title": "MANSCAPED\u00ae The Chairman\u2122 PRO Men\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck", "asin": "B0DDQV59B3", "price": "$119.99", "quantity": ""},
{"title": "Skull Shaver Pitbull Platinum Pro:Head Shaver for Men - Bald Head Shavers with Wet/Dry Technology, Ergonomic Design, Travel Lock, and Accessories. Perfect Grooming Kit and Prime Gift for Men", "asin": "B081B874K5", "price": "$219.99", "quantity": ""},
{"title": "SH30 Replacement Heads for Philips Norelco Shaver Series 3000, 2000, 1000 and S1560, SH30 Blades for Philips Norelco 3900, 3600, 2400, 6 Pieces of Pack", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "SURKER Electric Shaver Razor Cordless Beard Trimmer for Men Nose Hair Trimmer 3 in 1 Trimmer Grooming Kit Plus 1 Facial Cleansing Brush Waterproof USB Rechargeable Dry Wet", "asin": "B07W8TQ2QL", "price": "$29.99", "quantity": ""},
{"title": "SH98 Replacement Heads for Philips Norelco Shavers Series 9000,Wet/Dry Use, Dual Stainless Steel Blades, for men.", "asin": "B0F2DFCDR7", "price": "$34.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011-2025 Ford F-150, 2015-2025 Expedition, 2015-2025 Lincoln Navigator, 2011-2016 Ford F-250 Super Duty, 2010-2016 F-350 Super Duty", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"SHW Mission Home Office 48-Inch Computer Desk, Black.\" Limited time Deal. Price was $109.99. Current price is $73.03 after 34% off. Eligible for Prime.", "asin": "B07Q33BDKC"},
{"title": "Go to detail page for \"SHW Mission 40-Inch Home Office Computer Desk, Black.\" sbx-creatives-price. Eligible for Prime.", "asin": "B08YWYVTS4"},
{"title": "Go to detail page for \"SHW 55-Inch Commercial-Grade Office Computer Desk, Espresso.\" sbx-creatives-price. Eligible for Prime.", "asin": "B07D5NWDB7"}],
"search_results": [{"title": "Cubiker Standing Desk, Stand up Height Adjustable Home Office Electric Desk, 40 x 24 Inch Sit Stand Desk with Splice Board, White Desktop", "asin": "B0DP2QXSB2", "price": "$79.99", "delivery": "FREE delivery Apr 29 - May 1 "},
{"title": "SHW Mission 40-Inch Home Office Computer Desk, Black", "asin": "B08YWYVTS4", "price": "$65.87", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25 "},
{"title": "FEZIBO Electric Standing Desk Adjustable Height, 48 x 24 Inch Sit and Stand Desk, Home Office Desk, Ergonomic Workstation Computer Desk, Rustic Brown", "asin": "B0DR25DH7V", "price": "$89.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table", "asin": "B0CYZVFK28", "price": "$109.99", "delivery": "FREE delivery Apr 28 - 29 "},
{"title": "FLEXISPOT EN1 Whole-Piece Standing Desk 48 x 24 Inches Electric Height Adjustable Desk Sit Stand Desk Home Office Desks (Black Frame + Black Table Top)", "asin": "B08BHPMYGK", "price": "$119.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black", "asin": "B0BDFRN629", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT", "asin": "B0CW1QNTB7", "price": "$49.99", "delivery": "FREE delivery Apr 29 - May 1"},
{"title": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)", "asin": "B0CLRLGY4N", "price": "$19.99", "delivery": "FREE delivery Apr 29 - May 1"},
{"title": "ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black", "asin": "B0DXTG47TB", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28"},
{"title": "Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black", "asin": "B07FKX3H1H", "price": "$25.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "40 * 24 Electric Standing Desk, Adjustable Height Sit Stand Up Desk, Motorized Home Office Computer Gaming Workstation Desk", "asin": "B0DDWRHG4V", "price": "$109.99", "delivery": "FREE delivery Thu, May 1 Only 4 left in stock - order soon."},
{"title": "Veken 47.2 Inch Electric Standing Desk, Height Adjustable Sit Stand Up, Wood Desktop, Work Home Office Computer PC Desks, Gaming Writing Study Bedroom Rising Table, Tall Standup Workstation, White", "asin": "B0CYT8W348", "price": "$179.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24 "},
{"title": "SANODESK Standing Desk Height Adjustable Electric 40x24 Inches Sit Stand Desk for Home Office with Splice Board, White Frame/Maple Top", "asin": "B0D83717P5", "price": "$159.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "Kingant Standing Desk Height Adjustable Small Electric Stand Up Desks [35 x 20 Inch] - Ergonomic Sit Stand Desk Rising Desks for Home Office Computer Desk Stand Desk Workstation", "asin": "B0DK6P975J", "price": "$124.99", "delivery": "FREE delivery Tue, Apr 29 Or fastest delivery Mon, Apr 28 "},
{"title": "6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding", "asin": "B0D8K66FZJ", "price": "$57.50", "delivery": "FREE delivery Apr 28 - 29 "},
{"title": "Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White", "asin": "B0CGZVJVSN", "price": "$26.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon"},
{"title": "Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space", "asin": "B0B93L5WPW", "price": "$53.99", "delivery": "FREE delivery Mon, Apr 28"},
{"title": "Kitstorack TV Tray Table, Adjustable Height & 90\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces", "asin": "B0DGPJZNQ3", "price": "$34.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24"},
{"title": "VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Classic Black ULET273B01", "asin": "B08JV2MTWZ", "price": "$26.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO Narrow Console Table, 29.5\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01", "asin": "B09NL1RH4D", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HUANUO 48\" x 24\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Black", "asin": "B0CFXM4TGG", "price": "$119.99", "delivery": "FREE delivery May 1 - 2 "},
{"title": "ErGear Whole Piece Standing Desk, Adjustable Stand Up Desk with Cable Management Tray, Electric Computer Workstation for Home Office, 48x24 inch, Black, EGESD64B", "asin": "B0CSMX88CY", "price": "$99.99", "delivery": "FREE delivery Mon, Apr 28 "},
{"title": "Electric Adjustable Height Standing Desk - 40 x 24 inch Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work", "asin": "B0DKM34HNW", "price": "$80.99", "delivery": "FREE delivery May 5 - 8 Or fastest delivery May 1 - 5 "},
{"title": "HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame", "asin": "B0D5L8Z5LG", "price": "$319.99", "delivery": "FREE delivery Mon, Apr 28 "},
{"title": "FLEXISPOT Mobile Standing Desk with Wheels Pneumatic Laptop Desk Rolling Computer Cart Movable Height Adjustable Small Sit Stand Desk Computer Workstations Home Use\uff0827.6\" W x 15.7\" D,White", "asin": "B0DCZHJ4FH", "price": "$99.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot", "asin": "B003YJPC2A", "price": "$44.98", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25"},
{"title": "HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1", "asin": "B086KWJXLC", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown", "asin": "B0DQKT5826", "price": "$26.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25"},
{"title": "HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01", "asin": "B09X395CNV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "COSCO Fold-in-Half Banquet Table w/Handle, 6ft, White", "asin": "B001D25TJQ", "price": "$69.99", "delivery": "FREE delivery May 12 - 27 Or fastest delivery May 12 - 26 Only 1 left in stock - order soon."},
{"title": "Gaming Home Office Computer Desk with Monitor Stand, Writing Desk for 2 Monitors, Adjustable Storage Space (Vintage, 47)", "asin": "B0DZHK4QFR", "price": "$53.99", "delivery": "FREE delivery Thu, May 1 "},
{"title": "Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black", "asin": "B0CJL65PLM", "price": "$64.99", "delivery": "FREE delivery Apr 25 - 29"},
{"title": "Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown", "asin": "B0CQC7LCMW", "price": "$56.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White", "asin": "B0BPH7DLNZ", "price": "$60.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein", "asin": "B002VWJZ8S", "price": "$49.00", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown", "asin": "B0CHDKQFJ8", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch", "asin": "B0CK8H31Y1", "price": "$77.96", "delivery": "FREE delivery Mon, Apr 28"},
{"title": "HOOBRO 29.5\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01", "asin": "B0C1NWN2JS", "price": "$39.55", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)", "asin": "B07DRGZMHQ", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black", "asin": "B0CBNHYKF7", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24"},
{"title": "Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite", "asin": "B0006D50RO", "price": "$37.90", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25"},
{"title": "Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black", "asin": "B0D1CB1R2S", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25"},
{"title": "FURINNO Simplistic Study Table, Espresso", "asin": "B00NIYX9LC", "price": "$15.44", "delivery": "FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\"L x 19\"W x 26\"H", "asin": "B07MDJM5QD", "price": "$78.39", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Sofa Armrest Tray Table for Couch - 360\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)", "asin": "B0CSFJ16ZV", "price": "$33.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Furinno Simplistic Set of 2 End Table, Dark Walnut", "asin": "B075PYBGKK", "price": "$40.87", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "HOOBRO 29.5\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01", "asin": "B0CK195P4V", "price": "$39.59", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame", "asin": "B00OYJCM0O"},
{"title": "VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black", "asin": "B08VDQN8H5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24"},
{"title": "HOOBRO 29.5\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01", "asin": "B0C1P1XWCT", "price": "$45.04", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown", "asin": "B0CGLKGYQ7", "price": "$56.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO 29.5\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01", "asin": "B0BFGXC4ZK", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black", "asin": "B0CNVVYTX2", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black", "asin": "B0CMCZWM5G", "price": "$57.89", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01", "asin": "B09MTGKK9R", "price": "$22.99", "delivery": "FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25"},
{"title": "Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White", "asin": "B0CB31VBK8", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black", "asin": "B0C1Y5VL8D", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)", "asin": "B07HGCMZYM", "price": "$49.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Cosco Folding Serving Table, 20\" x 48\", Antique Linen", "asin": "B00SOWJS22", "price": "$44.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending", "asin": "B0CGLYSTNC", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table", "asin": "B0C4H1VSMX", "price": "$29.95", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25"},
{"title": "QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)", "asin": "B0BV6KN8Q8", "price": "$39.82", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01", "asin": "B0C6M33CB7", "price": "$28.79", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity", "asin": "B003QCI4GG", "price": "$124.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"}]
<|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": "2025-04-23T13:57:59.984Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B0813NBR5N\"},\n{\"title\": \"BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\"},\n{\"price\": \"$12.99\"},\n{\"bullet_list\": \"Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Silver\"}],\n\"promotion_items\": [{\"title\": \"18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)\", \"asin\": \"B0DZHBLH3R\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad\", \"asin\": \"B0DZWRD59Y\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)\", \"asin\": \"B0DSPVHRKL\", \"price\": \"$9.90\", \"quantity\": \"\"},\n{\"title\": \"Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \\ufeff\", \"asin\": \"B0DWMPCS67\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts\", \"asin\": \"B0DSJ88BKL\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover\", \"asin\": \"/promo/A1GAGK2VY01NI8\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.\", \"asin\": \"B081M8F7N7\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men\", \"asin\": \"B0D17TPX9Z\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor\", \"asin\": \"B08QVQG819\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair\", \"asin\": \"B084VJFX9M\", \"price\": \"$23.79\", \"quantity\": \"\"},\n{\"title\": \"Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener\", \"asin\": \"B0C1936XL3\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide\", \"asin\": \"B01FZZUL30\", \"price\": \"$33.97\", \"quantity\": \"\"},\n{\"title\": \"EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...\", \"asin\": \"B0B824PKTF\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve\", \"asin\": \"B07CZ95C79\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...\", \"asin\": \"B0DT688QSB\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands\", \"asin\": \"B08ZD14JHV\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.\", \"asin\": \"B0BMFW2WG5\", \"price\": \"$52.48\", \"quantity\": \"\"},\n{\"title\": \"Father\\u2019s Day Gifts for Dad \\u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...\", \"asin\": \"B0DZ2HWTK4\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories\", \"asin\": \"B0CKLPKJ92\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...\", \"asin\": \"B0D9J4GQ4Z\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"BIIB\\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\", \"asin\": \"B0813NBR5N\", \"price\": \"$12.99\"},\n{\"title\": \"BIIB\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets\", \"asin\": \"B0813NDWSD\", \"price\": \"$12.99\"},\n{\"title\": \"KEZKALS\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets\", \"asin\": \"B09QM6GZ4R\", \"price\": \"$12.99\"},\n{\"title\": \"Trealop\\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything\", \"asin\": \"B0D4K8GX1K\", \"price\": \"$5.99\"},\n{\"title\": \"WEARXI\\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories\", \"asin\": \"B0B5QH517S\", \"price\": \"$13.99\"},\n{\"title\": \"PPRAFDD\\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men\", \"asin\": \"B0DFPQN22J\", \"price\": \"$9.89\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T17:16:49.734Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$15.23"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$9.06"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0813NBR5N"},
{"title": "BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools"},
{"price": "$12.99"},
{"bullet_list": "Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Silver"}],
"promotion_items": [{"title": "18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)", "asin": "B0DZHBLH3R", "price": "$6.99", "quantity": ""},
{"title": "QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad", "asin": "B0DZWRD59Y", "price": "$7.49", "quantity": ""},
{"title": "NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)", "asin": "B0DSPVHRKL", "price": "$9.90", "quantity": ""},
{"title": "Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \ufeff", "asin": "B0DWMPCS67", "price": "$16.99", "quantity": ""},
{"title": "Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts", "asin": "B0DSJ88BKL", "price": "$21.99", "quantity": ""},
{"title": "Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover", "asin": "/promo/A1GAGK2VY01NI8", "price": "$16.99", "quantity": ""},
{"title": "RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.", "asin": "B081M8F7N7", "price": "$17.99", "quantity": ""},
{"title": "Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men", "asin": "B0D17TPX9Z", "price": "$11.99", "quantity": ""},
{"title": "Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor", "asin": "B08QVQG819", "price": "$10.99", "quantity": ""},
{"title": "MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair", "asin": "B084VJFX9M", "price": "$23.79", "quantity": ""},
{"title": "Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener", "asin": "B0C1936XL3", "price": "$14.44", "quantity": ""},
{"title": "Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide", "asin": "B01FZZUL30", "price": "$33.97", "quantity": ""},
{"title": "EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...", "asin": "B0B824PKTF", "price": "$7.99", "quantity": ""},
{"title": "VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve", "asin": "B07CZ95C79", "price": "$18.99", "quantity": ""},
{"title": "Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...", "asin": "B0DT688QSB", "price": "$47.49", "quantity": ""},
{"title": "RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands", "asin": "B08ZD14JHV", "price": "$28.49", "quantity": ""},
{"title": "CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.", "asin": "B0BMFW2WG5", "price": "$52.48", "quantity": ""},
{"title": "Father\u2019s Day Gifts for Dad \u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...", "asin": "B0DZ2HWTK4", "price": "$3.99", "quantity": ""},
{"title": "EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories", "asin": "B0CKLPKJ92", "price": "$36.99", "quantity": ""},
{"title": "Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...", "asin": "B0D9J4GQ4Z", "price": "$15.99", "quantity": ""}],
"comparison_items": [{"title": "BIIB\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools", "asin": "B0813NBR5N", "price": "$12.99"},
{"title": "BIIB\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets", "asin": "B0813NDWSD", "price": "$12.99"},
{"title": "KEZKALS\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets", "asin": "B09QM6GZ4R", "price": "$12.99"},
{"title": "Trealop\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything", "asin": "B0D4K8GX1K", "price": "$5.99"},
{"title": "WEARXI\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories", "asin": "B0B5QH517S", "price": "$13.99"},
{"title": "PPRAFDD\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men", "asin": "B0DFPQN22J", "price": "$9.89"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T17:16:49.734Z", // 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>
|
2025-05-01T17:16:49.734Z
|
click
|
other
|
rule
|
2025-05-01T17:16:49.734Z
|
click
|
other
|
train
| 1,083 |
2025-05-01T17:16:49.734Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$15.23"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$9.06"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B0813NBR5N"},
{"title": "BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools"},
{"price": "$12.99"},
{"bullet_list": "Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Silver"}],
"promotion_items": [{"title": "18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)", "asin": "B0DZHBLH3R", "price": "$6.99", "quantity": ""},
{"title": "QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad", "asin": "B0DZWRD59Y", "price": "$7.49", "quantity": ""},
{"title": "NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)", "asin": "B0DSPVHRKL", "price": "$9.90", "quantity": ""},
{"title": "Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \ufeff", "asin": "B0DWMPCS67", "price": "$16.99", "quantity": ""},
{"title": "Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts", "asin": "B0DSJ88BKL", "price": "$21.99", "quantity": ""},
{"title": "Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover", "asin": "/promo/A1GAGK2VY01NI8", "price": "$16.99", "quantity": ""},
{"title": "RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.", "asin": "B081M8F7N7", "price": "$17.99", "quantity": ""},
{"title": "Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men", "asin": "B0D17TPX9Z", "price": "$11.99", "quantity": ""},
{"title": "Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor", "asin": "B08QVQG819", "price": "$10.99", "quantity": ""},
{"title": "MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair", "asin": "B084VJFX9M", "price": "$23.79", "quantity": ""},
{"title": "Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener", "asin": "B0C1936XL3", "price": "$14.44", "quantity": ""},
{"title": "Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide", "asin": "B01FZZUL30", "price": "$33.97", "quantity": ""},
{"title": "EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...", "asin": "B0B824PKTF", "price": "$7.99", "quantity": ""},
{"title": "VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve", "asin": "B07CZ95C79", "price": "$18.99", "quantity": ""},
{"title": "Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...", "asin": "B0DT688QSB", "price": "$47.49", "quantity": ""},
{"title": "RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands", "asin": "B08ZD14JHV", "price": "$28.49", "quantity": ""},
{"title": "CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.", "asin": "B0BMFW2WG5", "price": "$52.48", "quantity": ""},
{"title": "Father\u2019s Day Gifts for Dad \u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...", "asin": "B0DZ2HWTK4", "price": "$3.99", "quantity": ""},
{"title": "EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories", "asin": "B0CKLPKJ92", "price": "$36.99", "quantity": ""},
{"title": "Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...", "asin": "B0D9J4GQ4Z", "price": "$15.99", "quantity": ""}],
"comparison_items": [{"title": "BIIB\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools", "asin": "B0813NBR5N", "price": "$12.99"},
{"title": "BIIB\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets", "asin": "B0813NDWSD", "price": "$12.99"},
{"title": "KEZKALS\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets", "asin": "B09QM6GZ4R", "price": "$12.99"},
{"title": "Trealop\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything", "asin": "B0D4K8GX1K", "price": "$5.99"},
{"title": "WEARXI\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories", "asin": "B0B5QH517S", "price": "$13.99"},
{"title": "PPRAFDD\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men", "asin": "B0DFPQN22J", "price": "$9.89"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T17:16:49.734Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}],\n\"product_details\": [{\"asin\": \"B08QTNVVT6\"},\n{\"title\": \"Instacart eGift Card\"},\n{\"price\": \"$100.00\"},\n{\"bullet_list\": \"GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\\u2019s or family\\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Denomination\": \"25\"},\n{\"Design Name\": \"Standard\"}],\n\"promotion_items\": [{\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Customizable Amazon.com eGift Card\", \"asin\": \"B0D59YR9KB\", \"price\": \"$5.00\", \"quantity\": \"\"},\n{\"title\": \"Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)\", \"asin\": \"B0D5HX5RMD\", \"price\": \"$5.00\", \"quantity\": \"\"},\n{\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Amazon.com eGift Card (Instant Email or Text Delivery)\", \"asin\": \"BT00DC6QU4\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"BLACKHAWK Mastercard Gift Card, 1 EA\", \"asin\": \"B07FX2LXR4\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]\", \"asin\": \"B0BCCXZDT5\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3C99KN\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"Razer Gold eGift Card \\u2013 Games, entertainment, and lifestyle brands for gamers\", \"asin\": \"B08QDXC6T4\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend\", \"asin\": \"B0CHRFTJ82\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Abercrombie & Fitch eGift Card\", \"asin\": \"B01M6BHA1Z\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"American Eagle Outfitters eGift Card\", \"asin\": \"B00KFLZFYA\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3BV69X\", \"price\": \"$15.00\", \"quantity\": \"\"},\n{\"title\": \"Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding\", \"asin\": \"B0BXHQ1XPX\", \"price\": \"$22.08\", \"quantity\": \"\"},\n{\"title\": \"Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\\u00e9cor\", \"asin\": \"B0CGJ9VG3R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n{\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket\", \"asin\": \"B0BXSXHBLL\", \"price\": \"$27.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T17:28:07.244Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$15.23"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$9.06"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B08QTNVVT6"},
{"title": "Instacart eGift Card"},
{"price": "$100.00"},
{"bullet_list": "GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\u2019s or family\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Denomination": "25"},
{"Design Name": "Standard"}],
"promotion_items": [{"title": "Uber eGift Card - Standard", "asin": "B079YMX2J6", "price": "$15.00", "quantity": ""},
{"title": "Customizable Amazon.com eGift Card", "asin": "B0D59YR9KB", "price": "$5.00", "quantity": ""},
{"title": "Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)", "asin": "B0D5HX5RMD", "price": "$5.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "B00MV9FQXO", "price": "$15.00", "quantity": ""},
{"title": "Amazon.com eGift Card (Instant Email or Text Delivery)", "asin": "BT00DC6QU4", "price": "$50.00", "quantity": ""},
{"title": "Etsy eGift", "asin": "B0DJFGX4LV", "price": "$25.00", "quantity": ""},
{"title": "BLACKHAWK Mastercard Gift Card, 1 EA", "asin": "B07FX2LXR4", "price": "$28.95", "quantity": ""},
{"title": "Groupon eGift Card", "asin": "B08NRTXN5G", "price": "$25.00", "quantity": ""},
{"title": "Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]", "asin": "B0BCCXZDT5", "price": "$15.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F3C99KN", "price": "$15.00", "quantity": ""},
{"title": "DoorDash eGift Card", "asin": "B07ZDX292M", "price": "$25.00", "quantity": ""},
{"title": "Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard", "asin": "B074T91QTZ", "price": "$25.00", "quantity": ""},
{"title": "Apple Gift Card", "asin": "B08DLS6LK7", "price": "$50.00", "quantity": ""},
{"title": "Razer Gold eGift Card \u2013 Games, entertainment, and lifestyle brands for gamers", "asin": "B08QDXC6T4", "price": "$15.00", "quantity": ""},
{"title": "ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend", "asin": "B0CHRFTJ82", "price": "$6.99", "quantity": ""},
{"title": "Uber eGift Card - Standard", "asin": "B079YMX2J6", "price": "$15.00", "quantity": ""},
{"title": "Abercrombie & Fitch eGift Card", "asin": "B01M6BHA1Z", "price": "$25.00", "quantity": ""},
{"title": "Etsy eGift", "asin": "B0DJFGX4LV", "price": "$25.00", "quantity": ""},
{"title": "Groupon eGift Card", "asin": "B08NRTXN5G", "price": "$25.00", "quantity": ""},
{"title": "American Eagle Outfitters eGift Card", "asin": "B00KFLZFYA", "price": "$15.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "B00MV9FQXO", "price": "$15.00", "quantity": ""},
{"title": "Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard", "asin": "B074T91QTZ", "price": "$25.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F3BV69X", "price": "$15.00", "quantity": ""},
{"title": "Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding", "asin": "B0BXHQ1XPX", "price": "$22.08", "quantity": ""},
{"title": "Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\u00e9cor", "asin": "B0CGJ9VG3R", "price": "$19.99", "quantity": ""},
{"title": "Apple Gift Card", "asin": "B08DLS6LK7", "price": "$50.00", "quantity": ""},
{"title": "DoorDash eGift Card", "asin": "B07ZDX292M", "price": "$25.00", "quantity": ""},
{"title": "YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket", "asin": "B0BXSXHBLL", "price": "$27.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T17:28:07.244Z", // 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>
|
2025-05-01T17:28:07.244Z
|
input
|
[EMAIL_MASKED]
|
rule
|
2025-05-01T17:28:07.244Z
|
input
|
[EMAIL_MASKED]
|
train
| 1,084 |
2025-05-01T17:28:07.244Z
|
input
|
[EMAIL_MASKED]
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$15.23"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$9.06"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}],
"product_details": [{"asin": "B08QTNVVT6"},
{"title": "Instacart eGift Card"},
{"price": "$100.00"},
{"bullet_list": "GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\u2019s or family\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Denomination": "25"},
{"Design Name": "Standard"}],
"promotion_items": [{"title": "Uber eGift Card - Standard", "asin": "B079YMX2J6", "price": "$15.00", "quantity": ""},
{"title": "Customizable Amazon.com eGift Card", "asin": "B0D59YR9KB", "price": "$5.00", "quantity": ""},
{"title": "Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)", "asin": "B0D5HX5RMD", "price": "$5.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "B00MV9FQXO", "price": "$15.00", "quantity": ""},
{"title": "Amazon.com eGift Card (Instant Email or Text Delivery)", "asin": "BT00DC6QU4", "price": "$50.00", "quantity": ""},
{"title": "Etsy eGift", "asin": "B0DJFGX4LV", "price": "$25.00", "quantity": ""},
{"title": "BLACKHAWK Mastercard Gift Card, 1 EA", "asin": "B07FX2LXR4", "price": "$28.95", "quantity": ""},
{"title": "Groupon eGift Card", "asin": "B08NRTXN5G", "price": "$25.00", "quantity": ""},
{"title": "Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]", "asin": "B0BCCXZDT5", "price": "$15.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F3C99KN", "price": "$15.00", "quantity": ""},
{"title": "DoorDash eGift Card", "asin": "B07ZDX292M", "price": "$25.00", "quantity": ""},
{"title": "Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard", "asin": "B074T91QTZ", "price": "$25.00", "quantity": ""},
{"title": "Apple Gift Card", "asin": "B08DLS6LK7", "price": "$50.00", "quantity": ""},
{"title": "Razer Gold eGift Card \u2013 Games, entertainment, and lifestyle brands for gamers", "asin": "B08QDXC6T4", "price": "$15.00", "quantity": ""},
{"title": "ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend", "asin": "B0CHRFTJ82", "price": "$6.99", "quantity": ""},
{"title": "Uber eGift Card - Standard", "asin": "B079YMX2J6", "price": "$15.00", "quantity": ""},
{"title": "Abercrombie & Fitch eGift Card", "asin": "B01M6BHA1Z", "price": "$25.00", "quantity": ""},
{"title": "Etsy eGift", "asin": "B0DJFGX4LV", "price": "$25.00", "quantity": ""},
{"title": "Groupon eGift Card", "asin": "B08NRTXN5G", "price": "$25.00", "quantity": ""},
{"title": "American Eagle Outfitters eGift Card", "asin": "B00KFLZFYA", "price": "$15.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "B00MV9FQXO", "price": "$15.00", "quantity": ""},
{"title": "Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard", "asin": "B074T91QTZ", "price": "$25.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F3BV69X", "price": "$15.00", "quantity": ""},
{"title": "Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding", "asin": "B0BXHQ1XPX", "price": "$22.08", "quantity": ""},
{"title": "Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\u00e9cor", "asin": "B0CGJ9VG3R", "price": "$19.99", "quantity": ""},
{"title": "Apple Gift Card", "asin": "B08DLS6LK7", "price": "$50.00", "quantity": ""},
{"title": "DoorDash eGift Card", "asin": "B07ZDX292M", "price": "$25.00", "quantity": ""},
{"title": "YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket", "asin": "B0BXSXHBLL", "price": "$27.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T17:28:07.244Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:45.985Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:20.340Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:22.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T17:28:07.244Z\", \"action\": \"input\", \"action_argument\": \"[EMAIL_MASKED]\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"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\": \"\"},\n{\"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\": \"$49.96\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$29.70\", \"quantity\": \"\"},\n{\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Feather No.45 Replacement Blade\", \"asin\": \"B00DWGCEL2\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"/promo/AFW2Y565Y56CD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"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\": \"\"},\n{\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n{\"title\": \"5V Fast Charger Fit for Philips Norelco One Blade QP2724 QP2834, MG7910 MG5910 MG9510, 2000 5000X Series X3001 S3341 S5880 S3243 S7887 X3052 Phillips OneBlade Trimmer Electric Shaver Razor 5FT\", \"asin\": \"/promo/A3N4PV05KLVU6I\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"/promo/A35LD53BIXKR3X\", \"price\": \"$19.91\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Tue, May 6 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Tue, May 6 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"options\": [{\"Color\": \"1-2 Decks\"}]},\n{\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n{\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n{\"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\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T17:51:55.042Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
<|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 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": "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": "$49.96", "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": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$29.70", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""},
{"title": "Feather No.45 Replacement Blade", "asin": "B00DWGCEL2", "price": "$15.99", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "/promo/AFW2Y565Y56CD", "price": "$24.99", "quantity": ""},
{"title": "Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"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": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "5V Fast Charger Fit for Philips Norelco One Blade QP2724 QP2834, MG7910 MG5910 MG9510, 2000 5000X Series X3001 S3341 S5880 S3243 S7887 X3052 Phillips OneBlade Trimmer Electric Shaver Razor 5FT", "asin": "/promo/A3N4PV05KLVU6I", "price": "$7.99", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "/promo/A35LD53BIXKR3X", "price": "$19.91", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Tue, May 6 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Tue, May 6 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "options": [{"Color": "1-2 Decks"}]},
{"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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T17:51:55.042Z", // 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>
|
2025-05-01T17:51:55.042Z
|
click
|
other
|
rule
|
2025-05-01T17:51:55.042Z
|
click
|
other
|
train
| 1,085 |
2025-05-01T17:51:55.042Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:45.985Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:20.340Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:22.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
<|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 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": "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": "$49.96", "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": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$29.70", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""},
{"title": "Feather No.45 Replacement Blade", "asin": "B00DWGCEL2", "price": "$15.99", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "/promo/AFW2Y565Y56CD", "price": "$24.99", "quantity": ""},
{"title": "Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"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": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "5V Fast Charger Fit for Philips Norelco One Blade QP2724 QP2834, MG7910 MG5910 MG9510, 2000 5000X Series X3001 S3341 S5880 S3243 S7887 X3052 Phillips OneBlade Trimmer Electric Shaver Razor 5FT", "asin": "/promo/A3N4PV05KLVU6I", "price": "$7.99", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "/promo/A35LD53BIXKR3X", "price": "$19.91", "quantity": ""}],
"active_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Tue, May 6 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Tue, May 6 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}],
"saved_items": [{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "options": [{"Color": "1-2 Decks"}]},
{"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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-01T17:51:55.042Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T17:28:07.244Z\", \"action\": \"input\", \"action_argument\": \"[EMAIL_MASKED]\"}\n{\"timestamp\": \"2025-05-01T17:51:55.042Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$13.88\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}],\n\"promotion_items\": [{\"title\": \"Lively Jitterbug Flip2 - Flip Cell Phone for Seniors - Not Compatible with Other Wireless Carriers - Must Be Activated Phone Plan - Graphite Flip Phone \", \"asin\": \"B08HVXC89J\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\\\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black \", \"asin\": \"B0DNPXS894\", \"price\": \"$749.00\", \"quantity\": \"\"},\n{\"title\": \"Nothing Ear (a) Wireless Earbuds with ChatGPT Integration, 45dB Hybrid Noise Cancelling Earbuds, Hi-Res Audio, Advanced Equaliser, Dual Connect, 6 Mics,42.5H Playtime Ear buds Wireless Bluetooth Black \", \"asin\": \"B0CXPR5412\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Huness I25 Ultra Unlocked Cell Phone,Built in Pen,12+512GB Unlocked Phone, Android 14 Battery 7000mAh 6.99\\\" HD Screen Smartphone, 5G/Face ID/Fingerprint Lock/Dual SIM/GPS (Purple) \", \"asin\": \"B0DSLV2ZJP\", \"price\": \"$219.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\", \"asin\": \"B0CW9Q16J4\", \"price\": \"$925.00\", \"delivery\": \"FREE delivery May 19 - 23 Or fastest delivery May 14 - 16 Only 14 left in stock - order soon.\"},\n{\"asin\": \"B0DD5LMQD2\"},\n{\"title\": \"Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version\", \"asin\": \"B0CST9M7RQ\", \"price\": \"$935.00\", \"delivery\": \"FREE delivery Tue, May 13 Or fastest delivery Fri, May 9 Arrives before Mother's Day Only 3 left in stock - order soon.\"},\n{\"title\": \"Poco X6 Pro 5G Global Unlocked (512GB + 12GB) GSM 6.67\\\" 64MP Triple Camera (for Tmobile Mint Tello Global) (Gray)\", \"asin\": \"B0CR4W86VM\", \"price\": \"$307.50\", \"delivery\": \"Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM Or Non-members get FREE delivery Mon, May 12 Only 12 left in stock - order soon.\"},\n{\"title\": \"12 Pro Unlocked 5G Cellular Phone, 6.73 inch LTPO AMOLED Display, 256GB Storage, 12GB RAM, Triple 50MP Camera, 4600mAh Battery, Qualcomm Snapdragon 8 Gen 1 Chipset\", \"asin\": \"B09XB8RRMV\", \"price\": \"$429.99\", \"delivery\": \"FREE delivery Mon, May 12 Only 1 left in stock - order soon.\"},\n{\"title\": \"Magic6 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Midnight Black) - International Version\", \"asin\": \"B0CNHFG5K4\", \"delivery\": \"\"},\n{\"asin\": \"B0DNPXS894\"},\n{\"title\": \"Magic5 Pro 5G 512GB ROM 12GB RAM Smartphone 6.81\\\" 120Hz Quad-Curved HDR Display, 50MP AI Triple Camera, Huge Dual SIM, Android 13 Global EU/UK Model PGT-N19 Mobile Cell Phone (Black)\", \"asin\": \"B0BZC7Q1DN\", \"delivery\": \"\"},\n{\"title\": \"Magic6 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Emerald Green) - International Version\", \"asin\": \"B0CNHCL7MK\", \"delivery\": \"\"},\n{\"title\": \"Magic Vs Dual SIM 12GB RAM + 512GB ROM Global FRI-NX9 EU/UK Model Factory Unlocked 5G (Black)\", \"asin\": \"B0C5RD2V2T\", \"delivery\": \"\"},\n{\"title\": \"Magic Vs Dual-SIM 512GB ROM + 12GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\", \"asin\": \"B0C4QLKQLS\", \"delivery\": \"\"},\n{\"asin\": \"B0DT4N4HJG\"},\n{\"title\": \"Magic5 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Midnight Black) - International Version\", \"asin\": \"B0C1ZYJPM4\", \"delivery\": \"\"},\n{\"title\": \"Magic5 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Titanium Silver) - International Version\", \"asin\": \"B0C1ZYDK41\", \"delivery\": \"\"},\n{\"title\": \"Magic4 Pro Dual-SIM 256GB ROM + 8GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\", \"asin\": \"B09Z35LT6R\", \"delivery\": \"\"},\n{\"title\": \"Magic5 Lite Dual-SIM 128GB ROM + 6GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Titanium Silver) - International Version\", \"asin\": \"B0BSR6S4ZM\", \"delivery\": \"\"},\n{\"asin\": \"B0DSXRSFDN\"},\n{\"asin\": \"B08HVXC89J\"},\n{\"asin\": \"B0C2W7YYHM\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:36:01.958Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"promotion_items": [{"title": "Lively Jitterbug Flip2 - Flip Cell Phone for Seniors - Not Compatible with Other Wireless Carriers - Must Be Activated Phone Plan - Graphite Flip Phone ", "asin": "B08HVXC89J", "price": "$39.99", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black ", "asin": "B0DNPXS894", "price": "$749.00", "quantity": ""},
{"title": "Nothing Ear (a) Wireless Earbuds with ChatGPT Integration, 45dB Hybrid Noise Cancelling Earbuds, Hi-Res Audio, Advanced Equaliser, Dual Connect, 6 Mics,42.5H Playtime Ear buds Wireless Bluetooth Black ", "asin": "B0CXPR5412", "price": "$99.00", "quantity": ""},
{"title": "Huness I25 Ultra Unlocked Cell Phone,Built in Pen,12+512GB Unlocked Phone, Android 14 Battery 7000mAh 6.99\" HD Screen Smartphone, 5G/Face ID/Fingerprint Lock/Dual SIM/GPS (Purple) ", "asin": "B0DSLV2ZJP", "price": "$219.99", "quantity": ""}],
"search_results": [{"title": "Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00", "delivery": "FREE delivery May 19 - 23 Or fastest delivery May 14 - 16 Only 14 left in stock - order soon."},
{"asin": "B0DD5LMQD2"},
{"title": "Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00", "delivery": "FREE delivery Tue, May 13 Or fastest delivery Fri, May 9 Arrives before Mother's Day Only 3 left in stock - order soon."},
{"title": "Poco X6 Pro 5G Global Unlocked (512GB + 12GB) GSM 6.67\" 64MP Triple Camera (for Tmobile Mint Tello Global) (Gray)", "asin": "B0CR4W86VM", "price": "$307.50", "delivery": "Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM Or Non-members get FREE delivery Mon, May 12 Only 12 left in stock - order soon."},
{"title": "12 Pro Unlocked 5G Cellular Phone, 6.73 inch LTPO AMOLED Display, 256GB Storage, 12GB RAM, Triple 50MP Camera, 4600mAh Battery, Qualcomm Snapdragon 8 Gen 1 Chipset", "asin": "B09XB8RRMV", "price": "$429.99", "delivery": "FREE delivery Mon, May 12 Only 1 left in stock - order soon."},
{"title": "Magic6 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Midnight Black) - International Version", "asin": "B0CNHFG5K4", "delivery": ""},
{"asin": "B0DNPXS894"},
{"title": "Magic5 Pro 5G 512GB ROM 12GB RAM Smartphone 6.81\" 120Hz Quad-Curved HDR Display, 50MP AI Triple Camera, Huge Dual SIM, Android 13 Global EU/UK Model PGT-N19 Mobile Cell Phone (Black)", "asin": "B0BZC7Q1DN", "delivery": ""},
{"title": "Magic6 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Emerald Green) - International Version", "asin": "B0CNHCL7MK", "delivery": ""},
{"title": "Magic Vs Dual SIM 12GB RAM + 512GB ROM Global FRI-NX9 EU/UK Model Factory Unlocked 5G (Black)", "asin": "B0C5RD2V2T", "delivery": ""},
{"title": "Magic Vs Dual-SIM 512GB ROM + 12GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0C4QLKQLS", "delivery": ""},
{"asin": "B0DT4N4HJG"},
{"title": "Magic5 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Midnight Black) - International Version", "asin": "B0C1ZYJPM4", "delivery": ""},
{"title": "Magic5 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Titanium Silver) - International Version", "asin": "B0C1ZYDK41", "delivery": ""},
{"title": "Magic4 Pro Dual-SIM 256GB ROM + 8GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B09Z35LT6R", "delivery": ""},
{"title": "Magic5 Lite Dual-SIM 128GB ROM + 6GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Titanium Silver) - International Version", "asin": "B0BSR6S4ZM", "delivery": ""},
{"asin": "B0DSXRSFDN"},
{"asin": "B08HVXC89J"},
{"asin": "B0C2W7YYHM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:36:01.958Z", // 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>
|
2025-05-07T14:36:01.958Z
|
click_product
|
B0CW9Q16J4
|
rule
|
2025-05-07T14:36:01.958Z
|
click_product
|
B0CW9Q16J4
|
train
| 1,086 |
2025-05-07T14:36:01.958Z
|
click_product
|
B0CW9Q16J4
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"promotion_items": [{"title": "Lively Jitterbug Flip2 - Flip Cell Phone for Seniors - Not Compatible with Other Wireless Carriers - Must Be Activated Phone Plan - Graphite Flip Phone ", "asin": "B08HVXC89J", "price": "$39.99", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black ", "asin": "B0DNPXS894", "price": "$749.00", "quantity": ""},
{"title": "Nothing Ear (a) Wireless Earbuds with ChatGPT Integration, 45dB Hybrid Noise Cancelling Earbuds, Hi-Res Audio, Advanced Equaliser, Dual Connect, 6 Mics,42.5H Playtime Ear buds Wireless Bluetooth Black ", "asin": "B0CXPR5412", "price": "$99.00", "quantity": ""},
{"title": "Huness I25 Ultra Unlocked Cell Phone,Built in Pen,12+512GB Unlocked Phone, Android 14 Battery 7000mAh 6.99\" HD Screen Smartphone, 5G/Face ID/Fingerprint Lock/Dual SIM/GPS (Purple) ", "asin": "B0DSLV2ZJP", "price": "$219.99", "quantity": ""}],
"search_results": [{"title": "Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00", "delivery": "FREE delivery May 19 - 23 Or fastest delivery May 14 - 16 Only 14 left in stock - order soon."},
{"asin": "B0DD5LMQD2"},
{"title": "Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00", "delivery": "FREE delivery Tue, May 13 Or fastest delivery Fri, May 9 Arrives before Mother's Day Only 3 left in stock - order soon."},
{"title": "Poco X6 Pro 5G Global Unlocked (512GB + 12GB) GSM 6.67\" 64MP Triple Camera (for Tmobile Mint Tello Global) (Gray)", "asin": "B0CR4W86VM", "price": "$307.50", "delivery": "Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM Or Non-members get FREE delivery Mon, May 12 Only 12 left in stock - order soon."},
{"title": "12 Pro Unlocked 5G Cellular Phone, 6.73 inch LTPO AMOLED Display, 256GB Storage, 12GB RAM, Triple 50MP Camera, 4600mAh Battery, Qualcomm Snapdragon 8 Gen 1 Chipset", "asin": "B09XB8RRMV", "price": "$429.99", "delivery": "FREE delivery Mon, May 12 Only 1 left in stock - order soon."},
{"title": "Magic6 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Midnight Black) - International Version", "asin": "B0CNHFG5K4", "delivery": ""},
{"asin": "B0DNPXS894"},
{"title": "Magic5 Pro 5G 512GB ROM 12GB RAM Smartphone 6.81\" 120Hz Quad-Curved HDR Display, 50MP AI Triple Camera, Huge Dual SIM, Android 13 Global EU/UK Model PGT-N19 Mobile Cell Phone (Black)", "asin": "B0BZC7Q1DN", "delivery": ""},
{"title": "Magic6 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Emerald Green) - International Version", "asin": "B0CNHCL7MK", "delivery": ""},
{"title": "Magic Vs Dual SIM 12GB RAM + 512GB ROM Global FRI-NX9 EU/UK Model Factory Unlocked 5G (Black)", "asin": "B0C5RD2V2T", "delivery": ""},
{"title": "Magic Vs Dual-SIM 512GB ROM + 12GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0C4QLKQLS", "delivery": ""},
{"asin": "B0DT4N4HJG"},
{"title": "Magic5 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Midnight Black) - International Version", "asin": "B0C1ZYJPM4", "delivery": ""},
{"title": "Magic5 Lite Dual-SIM 256GB ROM + 8GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Titanium Silver) - International Version", "asin": "B0C1ZYDK41", "delivery": ""},
{"title": "Magic4 Pro Dual-SIM 256GB ROM + 8GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B09Z35LT6R", "delivery": ""},
{"title": "Magic5 Lite Dual-SIM 128GB ROM + 6GB RAM (Only GSM | No CDMA) Factory Unlocked 5G Smartphone (Titanium Silver) - International Version", "asin": "B0BSR6S4ZM", "delivery": ""},
{"asin": "B0DSXRSFDN"},
{"asin": "B08HVXC89J"},
{"asin": "B0C2W7YYHM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:36:01.958Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T17:28:07.244Z\", \"action\": \"input\", \"action_argument\": \"[EMAIL_MASKED]\"}\n{\"timestamp\": \"2025-05-01T17:51:55.042Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:36:01.958Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW9Q16J4\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$13.88\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}],\n\"product_details\": [{\"asin\": \"B0CW9Q16J4\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\"},\n{\"price\": \"$925.00\"},\n{\"bullet_list\": \"Connector Type: USB Type C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving\", \"asin\": \"22148e7b\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black\", \"asin\": \"401fb70a\", \"price\": \"$35.70\", \"quantity\": \"\"},\n{\"title\": \"Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof\", \"asin\": \"75d6a059\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)\", \"asin\": \"1028adde\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds\", \"asin\": \"ca15e68f\", \"price\": \"$36.56\", \"quantity\": \"\"},\n{\"title\": \"iPhone 12/12 Pro Hello Kitty Nerd Glasses Case\", \"asin\": \"48670460\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple\", \"asin\": \"08f3c2a4\", \"price\": \"$42.50\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DPDJP189\", \"price\": \"$1,169.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue\", \"asin\": \"B0D23P28XX\", \"price\": \"$999.99\", \"quantity\": \"\"},\n{\"title\": \"I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...\", \"asin\": \"B0DF6N5Z4S\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...\", \"asin\": \"B0DZ5MBTBQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\\\" HD Screen Unlocked Phones,A...\", \"asin\": \"B0DT4PNJLZ\", \"price\": \"$158.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DNPT3MN4\", \"price\": \"$899.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm\", \"asin\": \"B0C2X87QW4\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\\\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)\", \"asin\": \"B0F3JK9R5K\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\\u201d 90Hz, 5500mAh, NFC/GPS - Orange\", \"asin\": \"B0DZHB7Q3H\", \"price\": \"$220.99\", \"quantity\": \"\"},\n{\"title\": \"NUU A25 AMOLED 120Hz 6.7\\\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel\", \"asin\": \"B0CHDM6GCV\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)\", \"asin\": \"B0CTDVD6TJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro\", \"asin\": \"B0CXN4VGSH\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free\", \"asin\": \"B0CS9JTC2J\", \"price\": \"$9.29\", \"quantity\": \"\"},\n{\"title\": \"USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda\", \"asin\": \"B0CTFLKLNP\", \"price\": \"$8.90\", \"quantity\": \"\"},\n{\"title\": \"atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)\", \"asin\": \"B0CTRY7KB9\", \"price\": \"$21.89\", \"quantity\": \"\"},\n{\"title\": \"Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black\", \"asin\": \"/promo/A2D69SDVQWJLEA\", \"price\": \"$12.90\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\", \"asin\": \"B0CW9Q16J4\", \"price\": \"$925.00\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version\", \"asin\": \"B0CST9M7RQ\", \"price\": \"$935.00\"},\n{\"title\": \"OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald\", \"asin\": \"B0CQ5JGH2Y\", \"price\": \"$899.99\"},\n{\"title\": \"Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\\\" 144Mhz (Titan Black)\", \"asin\": \"B0DJFXSF1S\", \"price\": \"$640.00\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\\\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black\", \"asin\": \"B0DNPXS894\", \"price\": \"$749.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:38:13.527Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:13.527Z", // 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>
|
2025-05-07T14:38:13.527Z
|
click
|
review
|
rule
|
2025-05-07T14:38:13.527Z
|
click
|
review
|
train
| 1,087 |
2025-05-07T14:38:13.527Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:13.527Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T17:28:07.244Z\", \"action\": \"input\", \"action_argument\": \"[EMAIL_MASKED]\"}\n{\"timestamp\": \"2025-05-01T17:51:55.042Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:36:01.958Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW9Q16J4\"}\n{\"timestamp\": \"2025-05-07T14:38:13.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$13.88\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}],\n\"product_details\": [{\"asin\": \"B0CW9Q16J4\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\"},\n{\"price\": \"$925.00\"},\n{\"bullet_list\": \"Connector Type: USB Type C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving\", \"asin\": \"22148e7b\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black\", \"asin\": \"401fb70a\", \"price\": \"$35.70\", \"quantity\": \"\"},\n{\"title\": \"Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof\", \"asin\": \"75d6a059\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)\", \"asin\": \"1028adde\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds\", \"asin\": \"ca15e68f\", \"price\": \"$36.56\", \"quantity\": \"\"},\n{\"title\": \"iPhone 12/12 Pro Hello Kitty Nerd Glasses Case\", \"asin\": \"48670460\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple\", \"asin\": \"08f3c2a4\", \"price\": \"$42.50\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DPDJP189\", \"price\": \"$1,169.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue\", \"asin\": \"B0D23P28XX\", \"price\": \"$999.99\", \"quantity\": \"\"},\n{\"title\": \"I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...\", \"asin\": \"B0DF6N5Z4S\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...\", \"asin\": \"B0DZ5MBTBQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\\\" HD Screen Unlocked Phones,A...\", \"asin\": \"B0DT4PNJLZ\", \"price\": \"$158.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DNPT3MN4\", \"price\": \"$899.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm\", \"asin\": \"B0C2X87QW4\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\\\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)\", \"asin\": \"B0F3JK9R5K\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\\u201d 90Hz, 5500mAh, NFC/GPS - Orange\", \"asin\": \"B0DZHB7Q3H\", \"price\": \"$220.99\", \"quantity\": \"\"},\n{\"title\": \"NUU A25 AMOLED 120Hz 6.7\\\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel\", \"asin\": \"B0CHDM6GCV\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)\", \"asin\": \"B0CTDVD6TJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro\", \"asin\": \"B0CXN4VGSH\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free\", \"asin\": \"B0CS9JTC2J\", \"price\": \"$9.29\", \"quantity\": \"\"},\n{\"title\": \"USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda\", \"asin\": \"B0CTFLKLNP\", \"price\": \"$8.90\", \"quantity\": \"\"},\n{\"title\": \"atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)\", \"asin\": \"B0CTRY7KB9\", \"price\": \"$21.89\", \"quantity\": \"\"},\n{\"title\": \"Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black\", \"asin\": \"/promo/A2D69SDVQWJLEA\", \"price\": \"$12.90\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\", \"asin\": \"B0CW9Q16J4\", \"price\": \"$925.00\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version\", \"asin\": \"B0CST9M7RQ\", \"price\": \"$935.00\"},\n{\"title\": \"OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald\", \"asin\": \"B0CQ5JGH2Y\", \"price\": \"$899.99\"},\n{\"title\": \"Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\\\" 144Mhz (Titan Black)\", \"asin\": \"B0DJFXSF1S\", \"price\": \"$640.00\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\\\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black\", \"asin\": \"B0DNPXS894\", \"price\": \"$749.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:38:15.675Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:15.675Z", // 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>
|
2025-05-07T14:38:15.675Z
|
click
|
review
|
rule
|
2025-05-07T14:38:15.675Z
|
click
|
review
|
train
| 1,088 |
2025-05-07T14:38:15.675Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:15.675Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T17:28:07.244Z\", \"action\": \"input\", \"action_argument\": \"[EMAIL_MASKED]\"}\n{\"timestamp\": \"2025-05-01T17:51:55.042Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:36:01.958Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW9Q16J4\"}\n{\"timestamp\": \"2025-05-07T14:38:13.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:15.675Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$13.88\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}],\n\"product_details\": [{\"asin\": \"B0CW9Q16J4\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\"},\n{\"price\": \"$925.00\"},\n{\"bullet_list\": \"Connector Type: USB Type C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving\", \"asin\": \"22148e7b\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black\", \"asin\": \"401fb70a\", \"price\": \"$35.70\", \"quantity\": \"\"},\n{\"title\": \"Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof\", \"asin\": \"75d6a059\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)\", \"asin\": \"1028adde\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds\", \"asin\": \"ca15e68f\", \"price\": \"$36.56\", \"quantity\": \"\"},\n{\"title\": \"iPhone 12/12 Pro Hello Kitty Nerd Glasses Case\", \"asin\": \"48670460\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple\", \"asin\": \"08f3c2a4\", \"price\": \"$42.50\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DPDJP189\", \"price\": \"$1,169.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue\", \"asin\": \"B0D23P28XX\", \"price\": \"$999.99\", \"quantity\": \"\"},\n{\"title\": \"I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...\", \"asin\": \"B0DF6N5Z4S\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...\", \"asin\": \"B0DZ5MBTBQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\\\" HD Screen Unlocked Phones,A...\", \"asin\": \"B0DT4PNJLZ\", \"price\": \"$158.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DNPT3MN4\", \"price\": \"$899.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm\", \"asin\": \"B0C2X87QW4\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\\\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)\", \"asin\": \"B0F3JK9R5K\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\\u201d 90Hz, 5500mAh, NFC/GPS - Orange\", \"asin\": \"B0DZHB7Q3H\", \"price\": \"$220.99\", \"quantity\": \"\"},\n{\"title\": \"NUU A25 AMOLED 120Hz 6.7\\\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel\", \"asin\": \"B0CHDM6GCV\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)\", \"asin\": \"B0CTDVD6TJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro\", \"asin\": \"B0CXN4VGSH\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free\", \"asin\": \"B0CS9JTC2J\", \"price\": \"$9.29\", \"quantity\": \"\"},\n{\"title\": \"USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda\", \"asin\": \"B0CTFLKLNP\", \"price\": \"$8.90\", \"quantity\": \"\"},\n{\"title\": \"atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)\", \"asin\": \"B0CTRY7KB9\", \"price\": \"$21.89\", \"quantity\": \"\"},\n{\"title\": \"Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black\", \"asin\": \"/promo/A2D69SDVQWJLEA\", \"price\": \"$12.90\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\", \"asin\": \"B0CW9Q16J4\", \"price\": \"$925.00\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version\", \"asin\": \"B0CST9M7RQ\", \"price\": \"$935.00\"},\n{\"title\": \"OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald\", \"asin\": \"B0CQ5JGH2Y\", \"price\": \"$899.99\"},\n{\"title\": \"Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\\\" 144Mhz (Titan Black)\", \"asin\": \"B0DJFXSF1S\", \"price\": \"$640.00\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\\\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black\", \"asin\": \"B0DNPXS894\", \"price\": \"$749.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:38:16.196Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:15.675Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:16.196Z", // 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>
|
2025-05-07T14:38:16.196Z
|
click
|
review
|
rule
|
2025-05-07T14:38:16.196Z
|
click
|
review
|
train
| 1,089 |
2025-05-07T14:38:16.196Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:15.675Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:16.196Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T17:28:07.244Z\", \"action\": \"input\", \"action_argument\": \"[EMAIL_MASKED]\"}\n{\"timestamp\": \"2025-05-01T17:51:55.042Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:36:01.958Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW9Q16J4\"}\n{\"timestamp\": \"2025-05-07T14:38:13.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:15.675Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:16.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$13.88\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}],\n\"product_details\": [{\"asin\": \"B0CW9Q16J4\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\"},\n{\"price\": \"$925.00\"},\n{\"bullet_list\": \"Connector Type: USB Type C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving\", \"asin\": \"22148e7b\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black\", \"asin\": \"401fb70a\", \"price\": \"$35.70\", \"quantity\": \"\"},\n{\"title\": \"Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof\", \"asin\": \"75d6a059\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)\", \"asin\": \"1028adde\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds\", \"asin\": \"ca15e68f\", \"price\": \"$36.56\", \"quantity\": \"\"},\n{\"title\": \"iPhone 12/12 Pro Hello Kitty Nerd Glasses Case\", \"asin\": \"48670460\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple\", \"asin\": \"08f3c2a4\", \"price\": \"$42.50\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DPDJP189\", \"price\": \"$1,169.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue\", \"asin\": \"B0D23P28XX\", \"price\": \"$999.99\", \"quantity\": \"\"},\n{\"title\": \"I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...\", \"asin\": \"B0DF6N5Z4S\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...\", \"asin\": \"B0DZ5MBTBQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\\\" HD Screen Unlocked Phones,A...\", \"asin\": \"B0DT4PNJLZ\", \"price\": \"$158.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DNPT3MN4\", \"price\": \"$899.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm\", \"asin\": \"B0C2X87QW4\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\\\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)\", \"asin\": \"B0F3JK9R5K\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\\u201d 90Hz, 5500mAh, NFC/GPS - Orange\", \"asin\": \"B0DZHB7Q3H\", \"price\": \"$220.99\", \"quantity\": \"\"},\n{\"title\": \"NUU A25 AMOLED 120Hz 6.7\\\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel\", \"asin\": \"B0CHDM6GCV\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)\", \"asin\": \"B0CTDVD6TJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro\", \"asin\": \"B0CXN4VGSH\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free\", \"asin\": \"B0CS9JTC2J\", \"price\": \"$9.29\", \"quantity\": \"\"},\n{\"title\": \"USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda\", \"asin\": \"B0CTFLKLNP\", \"price\": \"$8.90\", \"quantity\": \"\"},\n{\"title\": \"atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)\", \"asin\": \"B0CTRY7KB9\", \"price\": \"$21.89\", \"quantity\": \"\"},\n{\"title\": \"Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black\", \"asin\": \"/promo/A2D69SDVQWJLEA\", \"price\": \"$12.90\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\", \"asin\": \"B0CW9Q16J4\", \"price\": \"$925.00\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version\", \"asin\": \"B0CST9M7RQ\", \"price\": \"$935.00\"},\n{\"title\": \"OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald\", \"asin\": \"B0CQ5JGH2Y\", \"price\": \"$899.99\"},\n{\"title\": \"Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\\\" 144Mhz (Titan Black)\", \"asin\": \"B0DJFXSF1S\", \"price\": \"$640.00\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\\\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black\", \"asin\": \"B0DNPXS894\", \"price\": \"$749.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:38:16.755Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:15.675Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.196Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:16.755Z", // 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>
|
2025-05-07T14:38:16.755Z
|
click
|
review
|
rule
|
2025-05-07T14:38:16.755Z
|
click
|
review
|
train
| 1,090 |
2025-05-07T14:38:16.755Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:15.675Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.196Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:16.755Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T17:28:07.244Z\", \"action\": \"input\", \"action_argument\": \"[EMAIL_MASKED]\"}\n{\"timestamp\": \"2025-05-01T17:51:55.042Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:36:01.958Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW9Q16J4\"}\n{\"timestamp\": \"2025-05-07T14:38:13.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:15.675Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:16.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:16.755Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$13.88\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}],\n\"product_details\": [{\"asin\": \"B0CW9Q16J4\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\"},\n{\"price\": \"$925.00\"},\n{\"bullet_list\": \"Connector Type: USB Type C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving\", \"asin\": \"22148e7b\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black\", \"asin\": \"401fb70a\", \"price\": \"$35.70\", \"quantity\": \"\"},\n{\"title\": \"Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof\", \"asin\": \"75d6a059\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)\", \"asin\": \"1028adde\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds\", \"asin\": \"ca15e68f\", \"price\": \"$36.56\", \"quantity\": \"\"},\n{\"title\": \"iPhone 12/12 Pro Hello Kitty Nerd Glasses Case\", \"asin\": \"48670460\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple\", \"asin\": \"08f3c2a4\", \"price\": \"$42.50\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DPDJP189\", \"price\": \"$1,169.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue\", \"asin\": \"B0D23P28XX\", \"price\": \"$999.99\", \"quantity\": \"\"},\n{\"title\": \"I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...\", \"asin\": \"B0DF6N5Z4S\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...\", \"asin\": \"B0DZ5MBTBQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\\\" HD Screen Unlocked Phones,A...\", \"asin\": \"B0DT4PNJLZ\", \"price\": \"$158.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DNPT3MN4\", \"price\": \"$899.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm\", \"asin\": \"B0C2X87QW4\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\\\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)\", \"asin\": \"B0F3JK9R5K\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\\u201d 90Hz, 5500mAh, NFC/GPS - Orange\", \"asin\": \"B0DZHB7Q3H\", \"price\": \"$220.99\", \"quantity\": \"\"},\n{\"title\": \"NUU A25 AMOLED 120Hz 6.7\\\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel\", \"asin\": \"B0CHDM6GCV\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)\", \"asin\": \"B0CTDVD6TJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro\", \"asin\": \"B0CXN4VGSH\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free\", \"asin\": \"B0CS9JTC2J\", \"price\": \"$9.29\", \"quantity\": \"\"},\n{\"title\": \"USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda\", \"asin\": \"B0CTFLKLNP\", \"price\": \"$8.90\", \"quantity\": \"\"},\n{\"title\": \"atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)\", \"asin\": \"B0CTRY7KB9\", \"price\": \"$21.89\", \"quantity\": \"\"},\n{\"title\": \"Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black\", \"asin\": \"/promo/A2D69SDVQWJLEA\", \"price\": \"$12.90\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\", \"asin\": \"B0CW9Q16J4\", \"price\": \"$925.00\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version\", \"asin\": \"B0CST9M7RQ\", \"price\": \"$935.00\"},\n{\"title\": \"OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald\", \"asin\": \"B0CQ5JGH2Y\", \"price\": \"$899.99\"},\n{\"title\": \"Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\\\" 144Mhz (Titan Black)\", \"asin\": \"B0DJFXSF1S\", \"price\": \"$640.00\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\\\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black\", \"asin\": \"B0DNPXS894\", \"price\": \"$749.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:38:22.673Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:15.675Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.755Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:22.673Z", // 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>
|
2025-05-07T14:38:22.673Z
|
click
|
review
|
rule
|
2025-05-07T14:38:22.673Z
|
click
|
review
|
train
| 1,091 |
2025-05-07T14:38:22.673Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:15.675Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.755Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:22.673Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-21T19:23:56.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:56.610Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.192Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.361Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:23:57.539Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:02.459Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:26:56.419Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:26:57.317Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.515Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:02.658Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.357Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.517Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:03.926Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:28:10.957Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:29.216Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:29.373Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:29:32.731Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:29:44.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:10.123Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:13.510Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:19.324Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:33.298Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:33.758Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T17:28:07.244Z\", \"action\": \"input\", \"action_argument\": \"[EMAIL_MASKED]\"}\n{\"timestamp\": \"2025-05-01T17:51:55.042Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T14:36:01.958Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW9Q16J4\"}\n{\"timestamp\": \"2025-05-07T14:38:13.527Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:15.675Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:16.196Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:16.755Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T14:38:22.673Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD\"}],\n\"cart_items\": [{\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$13.88\"},\n{\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n{\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n{\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n{\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}],\n\"product_details\": [{\"asin\": \"B0CW9Q16J4\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\"},\n{\"price\": \"$925.00\"},\n{\"bullet_list\": \"Connector Type: USB Type C\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving\", \"asin\": \"22148e7b\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black\", \"asin\": \"401fb70a\", \"price\": \"$35.70\", \"quantity\": \"\"},\n{\"title\": \"Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof\", \"asin\": \"75d6a059\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)\", \"asin\": \"1028adde\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds\", \"asin\": \"ca15e68f\", \"price\": \"$36.56\", \"quantity\": \"\"},\n{\"title\": \"iPhone 12/12 Pro Hello Kitty Nerd Glasses Case\", \"asin\": \"48670460\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple\", \"asin\": \"08f3c2a4\", \"price\": \"$42.50\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DPDJP189\", \"price\": \"$1,169.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue\", \"asin\": \"B0D23P28XX\", \"price\": \"$999.99\", \"quantity\": \"\"},\n{\"title\": \"I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...\", \"asin\": \"B0DF6N5Z4S\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...\", \"asin\": \"B0DZ5MBTBQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\\\" HD Screen Unlocked Phones,A...\", \"asin\": \"B0DT4PNJLZ\", \"price\": \"$158.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\\\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent\", \"asin\": \"B0DNPT3MN4\", \"price\": \"$899.00\", \"quantity\": \"\"},\n{\"title\": \"Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm\", \"asin\": \"B0C2X87QW4\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\\\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)\", \"asin\": \"B0F3JK9R5K\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro\", \"asin\": \"B0CKTRTJFT\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\\u201d 90Hz, 5500mAh, NFC/GPS - Orange\", \"asin\": \"B0DZHB7Q3H\", \"price\": \"$220.99\", \"quantity\": \"\"},\n{\"title\": \"NUU A25 AMOLED 120Hz 6.7\\\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel\", \"asin\": \"B0CHDM6GCV\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)\", \"asin\": \"B0CTDVD6TJ\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro\", \"asin\": \"B0CXN4VGSH\", \"price\": \"$9.96\", \"quantity\": \"\"},\n{\"title\": \"MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free\", \"asin\": \"B0CS9JTC2J\", \"price\": \"$9.29\", \"quantity\": \"\"},\n{\"title\": \"USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda\", \"asin\": \"B0CTFLKLNP\", \"price\": \"$8.90\", \"quantity\": \"\"},\n{\"title\": \"atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)\", \"asin\": \"B0CTRY7KB9\", \"price\": \"$21.89\", \"quantity\": \"\"},\n{\"title\": \"Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black\", \"asin\": \"/promo/A2D69SDVQWJLEA\", \"price\": \"$12.90\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version\", \"asin\": \"B0CW9Q16J4\", \"price\": \"$925.00\"},\n{\"title\": \"Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version\", \"asin\": \"B0CST9M7RQ\", \"price\": \"$935.00\"},\n{\"title\": \"OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald\", \"asin\": \"B0CQ5JGH2Y\", \"price\": \"$899.99\"},\n{\"title\": \"Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\\\" 144Mhz (Titan Black)\", \"asin\": \"B0DJFXSF1S\", \"price\": \"$640.00\"},\n{\"title\": \"Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59\", \"asin\": \"B0C2W7YYHM\", \"price\": \"$399.99\"},\n{\"title\": \"REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\\\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black\", \"asin\": \"B0DNPXS894\", \"price\": \"$749.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T14:38:23.673Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:15.675Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.755Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:22.673Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:23.673Z", // 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>
|
2025-05-07T14:38:23.673Z
|
click
|
review
|
rule
|
2025-05-07T14:38:23.673Z
|
click
|
review
|
train
| 1,092 |
2025-05-07T14:38:23.673Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-21T19:23:56.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:56.610Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.192Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.361Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:23:57.539Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:02.459Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:26:56.419Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:26:57.317Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.515Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:02.658Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.357Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.517Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:03.926Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:28:10.957Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:29.216Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:29.373Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:29:32.731Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:29:44.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:10.123Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:13.510Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:19.324Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:33.298Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:33.758Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T17:28:07.244Z", "action": "input", "action_argument": "[EMAIL_MASKED]"}
{"timestamp": "2025-05-01T17:51:55.042Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T14:36:01.958Z", "action": "click_product", "action_argument": "B0CW9Q16J4"}
{"timestamp": "2025-05-07T14:38:13.527Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:15.675Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.196Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:16.755Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T14:38:22.673Z", "action": "click", "action_argument": "review"}
<|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": "HONOR Magic6 Pro 5G 12 Go 512 Go Noir (Noir) Double SIM, 5109BBVN?MSD"}],
"cart_items": [{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$13.88"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}],
"product_details": [{"asin": "B0CW9Q16J4"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version"},
{"price": "$925.00"},
{"bullet_list": "Connector Type: USB Type C"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Monster Aria Free Open Ear Headphones Wireless Bluetooth, Air Conduction Headphone, Sports Headphones with ENC Clear Talk, 8H Playtime, Lightweight Headset for Running, Cycling, Hiking, Driving", "asin": "22148e7b", "price": "$26.99", "quantity": ""},
{"title": "CASETiFY Compact iPhone 13 Case [4 ft. 2X Military Grade Drop Protection/Slim/Lightweight] - Clouds - Clear Black", "asin": "401fb70a", "price": "$35.70", "quantity": ""},
{"title": "Monster Open Ear AC339 Earbuds, Bluetooth 6.0 Earphones Stereo Sound, Open Ear Clip Wireless Earbuds 40 Hours Playback, with Smart Digital Display Design, Touch Control, IPX6 Waterproof", "asin": "75d6a059", "price": "$29.99", "quantity": ""},
{"title": "Anker 9H+ Glass for iPhone15 Screen Protector, Military Grade Shatterproof & Ultra Durable Screen Protector for 15, Tempered Glass Full Coverage Protection, Easy Installation(2-Pack)", "asin": "1028adde", "price": "$7.99", "quantity": ""},
{"title": "Soundcore by Anker V30i Open-Ear Headphones, Ultra-Comfort, Lightweight Design, Snug Fit, Ergonomic Ear Hooks, Robust Bass, 36H Playtime, Bluetooth 5.3, App Control, Clear Calls, Wireless Earbuds", "asin": "ca15e68f", "price": "$36.56", "quantity": ""},
{"title": "iPhone 12/12 Pro Hello Kitty Nerd Glasses Case", "asin": "48670460", "price": "$15.29", "quantity": ""},
{"title": "ZAGG Santa Cruz Snap iPhone 15/14/13 Case - MagSafe Phone Case, Drop Protection (13ft/4m), Durable Graphene, Anti-Yellowing, and Scratch-Resistant Phone Case, Purple", "asin": "08f3c2a4", "price": "$42.50", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 24G+1TB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DPDJP189", "price": "$1,169.00", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Motorola razr+ | 2024 | Unlocked | Made for US 12/256 | 50MP Camera | Midnight Blue", "asin": "B0D23P28XX", "price": "$999.99", "quantity": ""},
{"title": "I16 PROMAX Unlocked Phone, 6.99inch Cell Phone with Android 13 12GB+512GB 7000mAh L...", "asin": "B0DF6N5Z4S", "price": "$199.99", "quantity": ""},
{"title": "X24 Ultra Unlocked Phones,RAM 12GB+ROM 512GB,Snapdragon888 Unlocked Cell Phone, 6.8...", "asin": "B0DZ5MBTBQ", "price": "$149.99", "quantity": ""},
{"title": "I14 Pro Max Unlocked Cell Phone,Long Battery Life 6.82\" HD Screen Unlocked Phones,A...", "asin": "B0DT4PNJLZ", "price": "$158.99", "quantity": ""},
{"title": "2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.85\" FHD+, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 16+512GB, 80W Charger, Dual-Sim, Unlocked Phone Transparent", "asin": "B0DNPT3MN4", "price": "$899.00", "quantity": ""},
{"title": "Motorola razr+ | 2023 | Unlocked | Made for US 8/256 | 32 MPCamera |Blue, 73.95x170.83x6.99mm", "asin": "B0C2X87QW4", "price": "$499.99", "quantity": ""},
{"title": "RokCokDok Unlocked Cell Phones I25 Ultra Smartphone Android 14 Phones 12+256GB/6.8\" HD Screen/Dual SIM/108MP+48MP Camera/6800 mAh/Built-in Pen (Grape Purple)", "asin": "B0F3JK9R5K", "price": "$189.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 5 Pro", "asin": "B0CKTRTJFT", "price": "$9.96", "quantity": ""},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99", "quantity": ""},
{"title": "Ulefone Armor X32 Pro 5G Rugged Phone, MTK Dimensity 6300, 16+256GB, Android 14, Widevine L1, 64MP/25MP Night Vision, Dedicated Glare Flashlight, 5G Wifi Hotspot, 5.65\u201d 90Hz, 5500mAh, NFC/GPS - Orange", "asin": "B0DZHB7Q3H", "price": "$220.99", "quantity": ""},
{"title": "NUU A25 AMOLED 120Hz 6.7\" Phone for T-Mobile, ATT, Cricket, Mint, Ultra, Metro, Gaming Phones, Octa-Core Helio G99, 4G/LTE Dual SIM, 6GB + 128GB 50MP Camera, Champagne, International Travel", "asin": "B0CHDM6GCV", "price": "$149.99", "quantity": ""},
{"title": "teroxa Honor Magic 6 Pro Case with Camera Cover, Corners Airbag Shockproof Protective Slide Cover Lens Protection Case Magic6 Pro (Black)", "asin": "B0CTDVD6TJ", "price": "$16.99", "quantity": ""},
{"title": "Kepuch 2 Pack Tempered Glass Screen Protector for Honor Magic 6 Pro", "asin": "B0CXN4VGSH", "price": "$9.96", "quantity": ""},
{"title": "MOOISVS 2+2pack For Honor Magic 6 Pro Privacy Tempered Glass Screen Protector(2packs)+Camera Lens Protector(2packs), Ultra HD Tempered Glass Film, Anti-Spy, 9H Hardness, Anti-Scratch, Bubble Free", "asin": "B0CS9JTC2J", "price": "$9.29", "quantity": ""},
{"title": "USTIYA Case for Honor Magic 6 Pro 5G Clear TPU Four Corners Military-Grade Protection Cover Transparent Soft funda", "asin": "B0CTFLKLNP", "price": "$8.90", "quantity": ""},
{"title": "atFoliX Screen Protector compatible with Honor Magic 6 Pro Protector Film, ultra clear and flexible FX Screen Protection Film (3X)", "asin": "B0CTRY7KB9", "price": "$21.89", "quantity": ""},
{"title": "Ltezixal Case Compatible with Honor Magic 6 Pro, [Droproof] [Sweat-Proof] [Fingerprint-Proof] Shockproof Protective Phone Case Fits Honor Magic 6 Pro, Clear Black", "asin": "/promo/A2D69SDVQWJLEA", "price": "$12.90", "quantity": ""}],
"comparison_items": [{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Black) - International Version", "asin": "B0CW9Q16J4", "price": "$925.00"},
{"title": "Honor Magic6 Pro Dual SIM 512GB ROM + 12GB RAM (GSM | CDMA) Factory Unlocked 5G Smartphone (Epi Green) - International Version", "asin": "B0CST9M7RQ", "price": "$935.00"},
{"title": "OnePlus 12,16GB RAM+512GB,Dual-SIM,Unlocked Android Smartphone,Supports 50W Wireless Charging,Latest Mobile Processor,Advanced Hasselblad Camera,5400 mAh Battery,2024,Flowy Emerald", "asin": "B0CQ5JGH2Y", "price": "$899.99"},
{"title": "Xiaomi 14T Pro Ai 5G (512GB+12GB) Nfc Global Unlocked Worldwide (Tmobile Mint Tello Global) 50Mm Triple Pro Leica Camera 6.67\" 144Mhz (Titan Black)", "asin": "B0DJFXSF1S", "price": "$640.00"},
{"title": "Motorola Edge+ | 2023 | Unlocked | Made for US 8/512 | 50 MPCamera | Intersteller Black, 161.16x74x8.59", "asin": "B0C2W7YYHM", "price": "$399.99"},
{"title": "REDMAGIC 10 Pro Smartphone 5G, 144Hz Gaming Phone, 6.8\" FHD+ Screen, Under Display Camera, 7050mAh Android Phone, Snapdragon 8 Elite, 12+256GB, 80W Charger, Dual-Sim, US Unlocked Cell Phone Black", "asin": "B0DNPXS894", "price": "$749.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-05-07T14:38:23.673Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:18:37.474Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|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|>
<|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": ""}]
<|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": "2025-04-03T00:18:37.474Z", // 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>
|
2025-04-03T00:18:37.474Z
|
click
|
nav_bar
|
rule
|
2025-04-03T00:18:37.474Z
|
click
|
nav_bar
|
train
| 1,093 |
2025-04-03T00:18:37.474Z
|
click
|
nav_bar
|
<|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|>
<|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": ""}]
<|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": "2025-04-03T00:18:37.474Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)\", \"asin\": \"B004INKH08\", \"price\": \"$1.68\", \"quantity\": \"\"},\n{\"title\": \"200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches\", \"asin\": \"B09BCH86D7\", \"price\": \"$4.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 1\\\" x 3\\\", White, Non-Printable, 72 Blank Labels Total (6728)\", \"asin\": \"B004GIZ3MW\", \"price\": \"$1.42\", \"quantity\": \"\"},\n{\"title\": \"Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)\", \"asin\": \"B00007M5GV\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)\", \"asin\": \"B076HDM3XY\", \"price\": \"$6.30\", \"quantity\": \"\"},\n{\"title\": \"Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label\", \"asin\": \"B08G882GF6\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 5/16\\\" x 1/2\\\", White, Non-Printable, 1,100 Blank Labels Total (5412)\", \"asin\": \"B00007M5L2\", \"price\": \"$5.35\", \"quantity\": \"\"},\n{\"title\": \"Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\\\" x 0.87\\\"\", \"asin\": \"B0D1TNRY2L\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count\", \"asin\": \"B000I0TZO4\", \"price\": \"$4.87\", \"quantity\": \"\"},\n{\"title\": \"1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc\", \"asin\": \"B09KKX2S8F\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"1\\\" x 2-5/8\\\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\\\"\\u00d711\\\" White 30 per Sheet\", \"asin\": \"B09P16YV2K\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)\", \"asin\": \"B0D1VP1SRB\", \"price\": \"$4.29\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)\", \"asin\": \"B004INFQJ0\", \"price\": \"$3.79\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 1/2\\\" x 1-3/4\\\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)\", \"asin\": \"B004INM9MM\", \"price\": \"$2.16\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 3 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Labels\"}]}],\n\"saved_items\": [{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:18:53.155Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
<|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": "Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)", "asin": "B004INKH08", "price": "$1.68", "quantity": ""},
{"title": "200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches", "asin": "B09BCH86D7", "price": "$4.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 1\" x 3\", White, Non-Printable, 72 Blank Labels Total (6728)", "asin": "B004GIZ3MW", "price": "$1.42", "quantity": ""},
{"title": "Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)", "asin": "B00007M5GV", "price": "$7.64", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)", "asin": "B076HDM3XY", "price": "$6.30", "quantity": ""},
{"title": "Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label", "asin": "B08G882GF6", "price": "$5.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 5/16\" x 1/2\", White, Non-Printable, 1,100 Blank Labels Total (5412)", "asin": "B00007M5L2", "price": "$5.35", "quantity": ""},
{"title": "Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\" x 0.87\"", "asin": "B0D1TNRY2L", "price": "$3.99", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count", "asin": "B000I0TZO4", "price": "$4.87", "quantity": ""},
{"title": "1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc", "asin": "B09KKX2S8F", "price": "$5.99", "quantity": ""},
{"title": "1\" x 2-5/8\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\"\u00d711\" White 30 per Sheet", "asin": "B09P16YV2K", "price": "$6.98", "quantity": ""},
{"title": "PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)", "asin": "B0D1VP1SRB", "price": "$4.29", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)", "asin": "B004INFQJ0", "price": "$3.79", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 1/2\" x 1-3/4\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)", "asin": "B004INM9MM", "price": "$2.16", "quantity": ""}],
"active_items": [{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "delivery": "One-Day FREE delivery Tomorrow, Apr 3 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Labels"}]}],
"saved_items": [{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|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": "2025-04-03T00:18:53.155Z", // 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>
|
2025-04-03T00:18:53.155Z
|
click
|
other
|
rule
|
2025-04-03T00:18:53.155Z
|
click
|
other
|
train
| 1,094 |
2025-04-03T00:18:53.155Z
|
click
|
other
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
<|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": "Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)", "asin": "B004INKH08", "price": "$1.68", "quantity": ""},
{"title": "200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches", "asin": "B09BCH86D7", "price": "$4.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 1\" x 3\", White, Non-Printable, 72 Blank Labels Total (6728)", "asin": "B004GIZ3MW", "price": "$1.42", "quantity": ""},
{"title": "Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)", "asin": "B00007M5GV", "price": "$7.64", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)", "asin": "B076HDM3XY", "price": "$6.30", "quantity": ""},
{"title": "Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label", "asin": "B08G882GF6", "price": "$5.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 5/16\" x 1/2\", White, Non-Printable, 1,100 Blank Labels Total (5412)", "asin": "B00007M5L2", "price": "$5.35", "quantity": ""},
{"title": "Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\" x 0.87\"", "asin": "B0D1TNRY2L", "price": "$3.99", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count", "asin": "B000I0TZO4", "price": "$4.87", "quantity": ""},
{"title": "1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc", "asin": "B09KKX2S8F", "price": "$5.99", "quantity": ""},
{"title": "1\" x 2-5/8\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\"\u00d711\" White 30 per Sheet", "asin": "B09P16YV2K", "price": "$6.98", "quantity": ""},
{"title": "PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)", "asin": "B0D1VP1SRB", "price": "$4.29", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)", "asin": "B004INFQJ0", "price": "$3.79", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 1/2\" x 1-3/4\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)", "asin": "B004INM9MM", "price": "$2.16", "quantity": ""}],
"active_items": [{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "delivery": "One-Day FREE delivery Tomorrow, Apr 3 FREE Returns", "quantity": "1", "selected": false, "options": [{"Style": "Labels"}]}],
"saved_items": [{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|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": "2025-04-03T00:18:53.155Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)\", \"asin\": \"B004INKH08\", \"price\": \"$1.68\", \"quantity\": \"\"},\n{\"title\": \"200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches\", \"asin\": \"B09BCH86D7\", \"price\": \"$4.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 1\\\" x 3\\\", White, Non-Printable, 72 Blank Labels Total (6728)\", \"asin\": \"B004GIZ3MW\", \"price\": \"$1.42\", \"quantity\": \"\"},\n{\"title\": \"Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)\", \"asin\": \"B00007M5GV\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)\", \"asin\": \"B076HDM3XY\", \"price\": \"$6.30\", \"quantity\": \"\"},\n{\"title\": \"Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label\", \"asin\": \"B08G882GF6\", \"price\": \"$5.59\", \"quantity\": \"\"},\n{\"title\": \"Avery Multi-Use Removable Labels, 5/16\\\" x 1/2\\\", White, Non-Printable, 1,100 Blank Labels Total (5412)\", \"asin\": \"B00007M5L2\", \"price\": \"$5.35\", \"quantity\": \"\"},\n{\"title\": \"Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\\\" x 0.87\\\"\", \"asin\": \"B0D1TNRY2L\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count\", \"asin\": \"B000I0TZO4\", \"price\": \"$4.87\", \"quantity\": \"\"},\n{\"title\": \"1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc\", \"asin\": \"B09KKX2S8F\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"1\\\" x 2-5/8\\\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\\\"\\u00d711\\\" White 30 per Sheet\", \"asin\": \"B09P16YV2K\", \"price\": \"$6.98\", \"quantity\": \"\"},\n{\"title\": \"PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)\", \"asin\": \"B0D1VP1SRB\", \"price\": \"$4.29\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)\", \"asin\": \"B004INFQJ0\", \"price\": \"$3.79\", \"quantity\": \"\"},\n{\"title\": \"Avery Color-Coding Removable Labels, 1/2\\\" x 1-3/4\\\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)\", \"asin\": \"B004INM9MM\", \"price\": \"$2.16\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Avery Multi-Use Removable Labels, 1/2\\\" x 3/4\\\", White, Non-Printable, 525 Blank Labels Total (6737)\", \"asin\": \"B004INKGYA\", \"options\": [{\"Style\": \"Labels\"}]},\n{\"title\": \"Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder\", \"asin\": \"B0BQYGHRS8\", \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:00.895Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
<|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": "Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)", "asin": "B004INKH08", "price": "$1.68", "quantity": ""},
{"title": "200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches", "asin": "B09BCH86D7", "price": "$4.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 1\" x 3\", White, Non-Printable, 72 Blank Labels Total (6728)", "asin": "B004GIZ3MW", "price": "$1.42", "quantity": ""},
{"title": "Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)", "asin": "B00007M5GV", "price": "$7.64", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)", "asin": "B076HDM3XY", "price": "$6.30", "quantity": ""},
{"title": "Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label", "asin": "B08G882GF6", "price": "$5.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 5/16\" x 1/2\", White, Non-Printable, 1,100 Blank Labels Total (5412)", "asin": "B00007M5L2", "price": "$5.35", "quantity": ""},
{"title": "Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\" x 0.87\"", "asin": "B0D1TNRY2L", "price": "$3.99", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count", "asin": "B000I0TZO4", "price": "$4.87", "quantity": ""},
{"title": "1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc", "asin": "B09KKX2S8F", "price": "$5.99", "quantity": ""},
{"title": "1\" x 2-5/8\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\"\u00d711\" White 30 per Sheet", "asin": "B09P16YV2K", "price": "$6.98", "quantity": ""},
{"title": "PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)", "asin": "B0D1VP1SRB", "price": "$4.29", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)", "asin": "B004INFQJ0", "price": "$3.79", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 1/2\" x 1-3/4\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)", "asin": "B004INM9MM", "price": "$2.16", "quantity": ""}],
"saved_items": [{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|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": "2025-04-03T00:19:00.895Z", // 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>
|
2025-04-03T00:19:00.895Z
|
click
|
suggested_term
|
rule
|
2025-04-03T00:19:00.895Z
|
click
|
suggested_term
|
train
| 1,095 |
2025-04-03T00:19:00.895Z
|
click
|
suggested_term
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
<|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": "Avery Removable Color Coding Labels, Rectangular, Assorted Colors, Pack of 525 (6721)", "asin": "B004INKH08", "price": "$1.68", "quantity": ""},
{"title": "200 White Price Display Tags with String for Jewelry, Clothing - 1.38 x 0.87 Inches", "asin": "B09BCH86D7", "price": "$4.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 1\" x 3\", White, Non-Printable, 72 Blank Labels Total (6728)", "asin": "B004GIZ3MW", "price": "$1.42", "quantity": ""},
{"title": "Avery Self-Adhesive Removable Labels, 0.75 x 1 Inches, White, 1000 per Pack (05428)", "asin": "B00007M5GV", "price": "$7.64", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 3/4 Inch Round Stickers, White, Non-Printable, 315 Blank Labels Total (6738)", "asin": "B076HDM3XY", "price": "$6.30", "quantity": ""},
{"title": "Blank Jewelry Price Label 500 Pieces Jewelry Price Tags Stickers Self Adhesive White Jewelry Repair Label for Necklace Earring Price Identify Rectangle Label", "asin": "B08G882GF6", "price": "$5.59", "quantity": ""},
{"title": "Avery Multi-Use Removable Labels, 5/16\" x 1/2\", White, Non-Printable, 1,100 Blank Labels Total (5412)", "asin": "B00007M5L2", "price": "$5.35", "quantity": ""},
{"title": "Uniclife 200 Pcs Price Tags 1 Inch Writable Price Labels White Price Display Tags for Pricing Clothing Jewelry Blank Hang Tags Merchandise Marking Tags with Hanging Strings, 1.38\" x 0.87\"", "asin": "B0D1TNRY2L", "price": "$3.99", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Tip Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 5 Count", "asin": "B000I0TZO4", "price": "$4.87", "quantity": ""},
{"title": "1400 PCS Colored Dot Stickers Round Color Coding Labels Circle Dots Labels Price Stickers Polka Circle Dot Stickers Label Sticker for Office, Classroom, Papers Etc", "asin": "B09KKX2S8F", "price": "$5.99", "quantity": ""},
{"title": "1\" x 2-5/8\" Address Labels 900 Labels Sticker Paper for Laser/Ink Jet Printer mailing Labels 8.5\"\u00d711\" White 30 per Sheet", "asin": "B09P16YV2K", "price": "$6.98", "quantity": ""},
{"title": "PH PERKHOMY 180 Pcs Gift Tags with String Attached Kraft Paper Blank for Price Tag Gift Bag Hang Tags Box Labeling Clothes Craft Wedding Christmas Presents Halloween (Brown 180pcs)", "asin": "B0D1VP1SRB", "price": "$4.29", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 3/4 Inch Round Labels, Assorted Neon Colors, Non-Printable, 315 Dot Stickers Total (6733)", "asin": "B004INFQJ0", "price": "$3.79", "quantity": ""},
{"title": "Avery Color-Coding Removable Labels, 1/2\" x 1-3/4\", Assorted Neon Colors, Non-Printable, 180 Blank Labels Total (6724)", "asin": "B004INM9MM", "price": "$2.16", "quantity": ""}],
"saved_items": [{"title": "Avery Multi-Use Removable Labels, 1/2\" x 3/4\", White, Non-Printable, 525 Blank Labels Total (6737)", "asin": "B004INKGYA", "options": [{"Style": "Labels"}]},
{"title": "Roysili Magnetic Spice Rack for Refrigerator - 4 Pack Black with Magnetic Paper Towel Holder", "asin": "B0BQYGHRS8", "options": [{"Size": "4 Pack"}, {"Color": "Black"}]}]
<|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": "2025-04-03T00:19:00.895Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case\", \"asin\": \"B0D7Z7TJFD\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:14.292Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
<|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": "asus ap201 case"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case", "asin": "B0D7Z7TJFD", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"}]
<|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": "2025-04-03T00:19:14.292Z", // 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>
|
2025-04-03T00:19:14.292Z
|
click_product
|
B0B99HTD3B
|
rule
|
2025-04-03T00:19:14.292Z
|
click_product
|
B0B99HTD3B
|
train
| 1,096 |
2025-04-03T00:19:14.292Z
|
click_product
|
B0B99HTD3B
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
<|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": "asus ap201 case"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case", "asin": "B0D7Z7TJFD", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"}]
<|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": "2025-04-03T00:19:14.292Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"product_details\": [{\"asin\": \"B0B99HTD3B\"},\n{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\"},\n{\"price\": \"$79.99\"},\n{\"bullet_list\": \"Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Size\": \"A21|Black\"},\n{\"Style\": \"SFF Tempered Glass\"},\n{\"Pattern\": \"Chassis\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:19.328Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
<|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": "asus ap201 case"}],
"product_details": [{"asin": "B0B99HTD3B"},
{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs"},
{"price": "$79.99"},
{"bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "A21|Black"},
{"Style": "SFF Tempered Glass"},
{"Pattern": "Chassis"}]
<|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": "2025-04-03T00:19:19.328Z", // 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>
|
2025-04-03T00:19:19.328Z
|
click
|
product_option
|
rule
|
2025-04-03T00:19:19.328Z
|
click
|
product_option
|
train
| 1,097 |
2025-04-03T00:19:19.328Z
|
click
|
product_option
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
<|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": "asus ap201 case"}],
"product_details": [{"asin": "B0B99HTD3B"},
{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs"},
{"price": "$79.99"},
{"bullet_list": "Quasi-Filter Mesh Panels: A mesh design comprised of over 57,000 precision-machined 1.5mm holes increases airflow and provides a compelling view of the components within your build Optimized for Cooling: With support for 280 and 360mm radiators and up to six fans, the AP201 is primed to deal with the thermal onslaught of high-performance hardware. Industry-Leading Spatial Efficiency: Despite a 33L footprint, the AP201 supports ATX PSUs up to 180 mm long, graphics cards up to 338 mm long, custom liquid cooling, and various storage devices. Tool-Free Side Panels: A simple yet secure clip mechanism allows chassis side panels to be easily removed and resistant to accidental dislodging. Sizeable Cable-Management: The AP201 features an extended motherboard tray with strategically placed cutouts and a 32 mm gap to tuck cables out of sight."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Size": "A21|Black"},
{"Style": "SFF Tempered Glass"},
{"Pattern": "Chassis"}]
<|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": "2025-04-03T00:19:19.328Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case\", \"asin\": \"B0D7Z7TJFD\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:19:46.282Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
<|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": "asus ap201 case"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case", "asin": "B0D7Z7TJFD", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"}]
<|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": "2025-04-03T00:19:46.282Z", // 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>
|
2025-04-03T00:19:46.282Z
|
click_product
|
B0BVKZ6P9C
|
rule
|
2025-04-03T00:19:46.282Z
|
click_product
|
B0BVKZ6P9C
|
train
| 1,098 |
2025-04-03T00:19:46.282Z
|
click_product
|
B0BVKZ6P9C
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
<|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": "asus ap201 case"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case", "asin": "B0D7Z7TJFD", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"}]
<|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": "2025-04-03T00:19:46.282Z", // 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>
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou 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>.\n<|im_end|>\n<|im_start|>user\nYou 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|>). \nNow 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. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction 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.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: 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. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T00:18:37.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T00:18:53.155Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T00:19:00.895Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-03T00:19:14.292Z\", \"action\": \"click_product\", \"action_argument\": \"B0B99HTD3B\"}\n{\"timestamp\": \"2025-04-03T00:19:19.328Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-03T00:19:46.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0BVKZ6P9C\"}\n<|action_end|>\n\n<|observation_start|>\nYour 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.\n\"search_term\": [{\"term\": \"asus ap201 case\"}],\n\"search_results\": [{\"title\": \"ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs\", \"asin\": \"B0B99HTD3B\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\\u200eA3X.US)\", \"asin\": \"B0D5GYY364\", \"price\": \"$77.90\", \"delivery\": \"FREE delivery Apr 8 - 11\"},\n{\"title\": \"ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel\", \"asin\": \"B0BVKZ6P9C\", \"price\": \"$150.43\", \"delivery\": \"FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs\", \"asin\": \"B0B7F8C35R\"},\n{\"title\": \"ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White\", \"asin\": \"B0B7F717LJ\"},\n{\"title\": \"Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY\", \"asin\": \"B08BFJ8V8C\", \"price\": \"$82.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black\", \"asin\": \"B0CWQK3LMB\", \"price\": \"$104.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black\", \"asin\": \"B00PDDMN6S\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 14 left in stock - order soon.\"},\n{\"title\": \"Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black\", \"asin\": \"B09246FCTZ\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)\", \"asin\": \"B0B5TG9BP1\", \"price\": \"$149.95\", \"delivery\": \"FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon.\"},\n{\"title\": \"Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7\", \"asin\": \"B0D7BNK6CB\", \"price\": \"$95.53\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans\", \"asin\": \"B0CHPRKW18\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm\", \"asin\": \"B0C6JQ63HN\", \"price\": \"$62.00\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon.\"},\n{\"title\": \"Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case\", \"asin\": \"B0C2CRKPDC\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White\", \"asin\": \"B0CVKR2CZ7\", \"price\": \"$74.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0\", \"asin\": \"B0D4PN7YTH\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO\", \"asin\": \"B0D4VMQWHF\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \\u2013 Tempered Glass \\u2013 Reverse Connection Motherboard Compatible \\u2013 No Fans Included \\u2013 Black\", \"asin\": \"B0CQ5G3NW9\", \"price\": \"$113.47\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)\", \"asin\": \"B094NK5M4M\"},\n{\"title\": \"Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\\u200eA3W.US)\", \"asin\": \"B0D5HCYZXR\", \"price\": \"$84.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon.\"},\n{\"title\": \"Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case\", \"asin\": \"B0D7Z7TJFD\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX\", \"asin\": \"B0DJPV8XG3\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease 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):\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T00:20:31.173Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
<|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": "asus ap201 case"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case", "asin": "B0D7Z7TJFD", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"}]
<|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": "2025-04-03T00:20:31.173Z", // 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>
|
2025-04-03T00:20:31.173Z
|
click_product
|
B0B99HTD3B
|
rule
|
2025-04-03T00:20:31.173Z
|
click_product
|
B0B99HTD3B
|
train
| 1,099 |
2025-04-03T00:20:31.173Z
|
click_product
|
B0B99HTD3B
|
<|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": "2025-04-03T00:18:37.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T00:18:53.155Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T00:19:00.895Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-03T00:19:14.292Z", "action": "click_product", "action_argument": "B0B99HTD3B"}
{"timestamp": "2025-04-03T00:19:19.328Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-03T00:19:46.282Z", "action": "click_product", "action_argument": "B0BVKZ6P9C"}
<|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": "asus ap201 case"}],
"search_results": [{"title": "ASUS Prime AP201 33-Liter MicroATX Black case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, and Standard ATX PSUs", "asin": "B0B99HTD3B", "price": "$79.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-Black (\u200eA3X.US)", "asin": "B0D5GYY364", "price": "$77.90", "delivery": "FREE delivery Apr 8 - 11"},
{"title": "ASUS Prime AP201 TG is a Stylish 33-Liter MicroATX case with Tool-Free Side Panels and a Quasi-Filter mesh, with Support for 360 mm Coolers, Graphics Cards up to 338 mm Long, Tempered Glass Panel", "asin": "B0BVKZ6P9C", "price": "$150.43", "delivery": "FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "ASUS Prime AP201 is a stylish 33-liter MicroATX case with tool-free side panels and a quasi-filter mesh, with support for 360 mm coolers, graphics cards up to 338 mm long, and standard ATX PSUs", "asin": "B0B7F8C35R"},
{"title": "ASUS Prime AP201, MicroATX, 33 Liters, Compatible with Radiators Up to 360mm, Can Hold Video Cards Up to 338mm, Mesh Panels, Toolless Opening, USB Type-C Front, White", "asin": "B0B7F717LJ"},
{"title": "Cooler Master NR200 Mini-ITX PC Case, 330mm Horizontal Triple-Slot Mount GPU, 240mm|280mm AIO, SFX PSU 130mm, Compatible RX 7900 XTX|4080 Super, Vented Panels, DIY", "asin": "B08BFJ8V8C", "price": "$82.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "JONSBO/JONSPLUS Z20 Black Micro-ATX Mini Tower PC Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, Black", "asin": "B0CWQK3LMB", "price": "$104.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Thermaltake Core V21 SPCC Micro ATX, Mini ITX Cube Gaming Computer Case Chassis, Small Form Factor Builds, 200mm Front Fan Pre-installed, CA-1D5-00S1WN-00 Black", "asin": "B00PDDMN6S", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5 Only 14 left in stock - order soon."},
{"title": "Montech X3 Mesh, 6 Fans - 3x 140mm & 3x 120mm Fixed RGB Lighting Fans, ATX Mid-Tower PC Gaming Case, USB3.0, Door Open Tempered Glass Side Panel, High Airflow, Black", "asin": "B09246FCTZ", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "LIAN LI High Airflow Micro ATX PC Case, RGB Gaming Computer Case, Mesh Front Panel Mid-Tower Chassis with 2x140mm ARGB PWM Fans Pre-Installed, Tempered Glass Side Panel (LANCOOL 205M MESH, Black)", "asin": "B0B5TG9BP1", "price": "$149.95", "delivery": "FREE delivery Apr 8 - 11 Or fastest delivery Mon, Apr 7 Only 3 left in stock - order soon."},
{"title": "Genuine Walnut Wood PC Case, Support 360mm Radiator on Top, Pre-Installed 4 x 120mm PWM Fans ATX Case, Type-C Port, Magnetic Tempered Glass Side Panel, Black Computer Case, Cypress 7", "asin": "B0D7BNK6CB", "price": "$95.53", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "matx case,itx case,High Airflow Micro ATX PC Case, Support MATX, Mini-ITX, Micro ATX case Slim with USB3.0x1 I/O Port, Black Without Fans", "asin": "B0CHPRKW18", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "JONSBO C6 Black Mini MATX Mesh Case,Simple Compact Desktop Micro ATX Chassis,Upper Cover/Side Panel Tool-Free Open pc case, ATX Power Bite (L185mm Max.),Support 75mm CPU Cooler,GPU200-255mm", "asin": "B0C6JQ63HN", "price": "$62.00", "delivery": "FREE delivery Tue, Apr 8 for Prime members Only 6 left in stock - order soon."},
{"title": "Fractal Design Ridge White - PCIe 4.0 Riser Card Included - 2X 140mm PWM Aspect Fans Included - Type C USB - m-ITX PC Gaming Case", "asin": "B0C2CRKPDC", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Zalman i4 Airflow Full Mesh Mid Tower ATX Desktop PC Case, 6 x 120mm Quiet Fans Pre-Installed, Vertical GPU Mount & 360mm Radiator Support, White", "asin": "B0CVKR2CZ7", "price": "$74.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Micro ATX Case, MATX PC Case for ITX MATX Motherboard, 2X 120mm ARGB Fans Preinstalled, Tempered Glass, Magnetic Dust Filters, Fully Ventilated Airflow, Mini PC Case with USB3.0", "asin": "B0D4PN7YTH", "price": "$69.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Black Micro-ATX PC case with Detachable Carrying Handle, 3Pack 120mm Fans preinstalled, Mini Tower Computer case with Cable Management, Small ITX Desktop pc Chassis Compatible with 240mm AIO", "asin": "B0D4VMQWHF", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "CORSAIR 2500D AIRFLOW Small-Tower mATX Dual Chamber PC Case \u2013 Tempered Glass \u2013 Reverse Connection Motherboard Compatible \u2013 No Fans Included \u2013 Black", "asin": "B0CQ5G3NW9", "price": "$113.47", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Antec NX200 M, Micro-ATX Tower, Mini-Tower Computer Case with 120mm Rear Fan Pre-Installed, Mesh Design in Front Panel Ventilated Airflow, NX Series, Black, (CJ11132623)", "asin": "B094NK5M4M"},
{"title": "Lian Li A3-mATX-26.3L Micro Form Factor Chassis-Flexible Power Supply Installation-No Fans Included-Supports 360mm AIO-Modularity Design-For M-ATX and ITX Motherboard-DAN Collaboration-White (\u200eA3W.US)", "asin": "B0D5HCYZXR", "price": "$84.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 14 left in stock - order soon."},
{"title": "Antec C8 Wood, Fans not Included, Wooden Front Panel, Dual-Chamber Layout, Type-C, 360mm Radiator Support, Seamless TG Front & Side Panels, RTX 40 Compatible, Full-Tower E-ATX PC Case", "asin": "B0D7Z7TJFD", "price": "$129.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Lian Li O11 Vision Compact Black-Steel-Tempered Glass ATX Mid Tower Computer Case-Back Connect Support-O11VPX", "asin": "B0DJPV8XG3", "price": "$119.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members"}]
<|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": "2025-04-03T00:20:31.173Z", // 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>
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.